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Vibe Coding: Shaping the Future of Software

A New Era of Code Vibe coding is a new method of using natural language prompts and AI tools to generate code. I have seen firsthand that this change Discover how vibe coding is reshaping software development. Learn about its benefits, challenges, and what it means for developers in the AI era.
Author
Vishwastam Shukla
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June 25, 2025
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3 min read

A New Era of Code

Vibe coding is a new method of using natural language prompts and AI tools to generate code. I have seen firsthand that this change makes software more accessible to everyone. In the past, being able to produce functional code was a strong advantage for developers. Today, when code is produced quickly through AI, the true value lies in designing, refining, and optimizing systems. Our role now goes beyond writing code; we must also ensure that our systems remain efficient and reliable.

From Machine Language to Natural Language

I recall the early days when every line of code was written manually. We progressed from machine language to high-level programming, and now we are beginning to interact with our tools using natural language. This development does not only increase speed but also changes how we approach problem solving. Product managers can now create working demos in hours instead of weeks, and founders have a clearer way of pitching their ideas with functional prototypes. It is important for us to rethink our role as developers and focus on architecture and system design rather than simply on typing c

The Promise and the Pitfalls

I have experienced both sides of vibe coding. In cases where the goal was to build a quick prototype or a simple internal tool, AI-generated code provided impressive results. Teams have been able to test new ideas and validate concepts much faster. However, when it comes to more complex systems that require careful planning and attention to detail, the output from AI can be problematic. I have seen situations where AI produces large volumes of code that become difficult to manage without significant human intervention.

AI-powered coding tools like GitHub Copilot and AWS’s Q Developer have demonstrated significant productivity gains. For instance, at the National Australia Bank, it’s reported that half of the production code is generated by Q Developer, allowing developers to focus on higher-level problem-solving . Similarly, platforms like Lovable enable non-coders to build viable tech businesses using natural language prompts, contributing to a shift where AI-generated code reduces the need for large engineering teams. However, there are challenges. AI-generated code can sometimes be verbose or lack the architectural discipline required for complex systems. While AI can rapidly produce prototypes or simple utilities, building large-scale systems still necessitates experienced engineers to refine and optimize the code.​

The Economic Impact

The democratization of code generation is altering the economic landscape of software development. As AI tools become more prevalent, the value of average coding skills may diminish, potentially affecting salaries for entry-level positions. Conversely, developers who excel in system design, architecture, and optimization are likely to see increased demand and compensation.​
Seizing the Opportunity

Vibe coding is most beneficial in areas such as rapid prototyping and building simple applications or internal tools. It frees up valuable time that we can then invest in higher-level tasks such as system architecture, security, and user experience. When used in the right context, AI becomes a helpful partner that accelerates the development process without replacing the need for skilled engineers.

This is revolutionizing our craft, much like the shift from machine language to assembly to high-level languages did in the past. AI can churn out code at lightning speed, but remember, “Any fool can write code that a computer can understand. Good programmers write code that humans can understand.” Use AI for rapid prototyping, but it’s your expertise that transforms raw output into robust, scalable software. By honing our skills in design and architecture, we ensure our work remains impactful and enduring. Let’s continue to learn, adapt, and build software that stands the test of time.​

Ready to streamline your recruitment process? Get a free demo to explore cutting-edge solutions and resources for your hiring needs.

How Candidates Use Technology to Cheat in Online Technical Assessments

Discover common technologies used by candidates for cheating in online assessments. Explore effective prevention methods like proctoring, AI monitoring, and smart test formats.
Author
Nischal V Chadaga
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June 25, 2025
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3 min read

Impact of Online Assessments in Technical Hiring


In a digitally-native hiring landscape, online assessments have proven to be both a boon and a bane for recruiters and employers.

The ease and efficiency of virtual interviews, take home programming tests and remote coding challenges is transformative. Around 82% of companies use pre-employment assessments as reliable indicators of a candidate's skills and potential.

Online skill assessment tests have been proven to streamline technical hiring and enable recruiters to significantly reduce the time and cost to identify and hire top talent.

In the realm of online assessments, remote assessments have transformed the hiring landscape, boosting the speed and efficiency of screening and evaluating talent. On the flip side, candidates have learned how to use creative methods and AI tools to cheat in tests.

As it turns out, technology that makes hiring easier for recruiters and managers - is also their Achilles' heel.

Cheating in Online Assessments is a High Stakes Problem



With the proliferation of AI in recruitment, the conversation around cheating has come to the forefront, putting recruiters and hiring managers in a bit of a flux.



According to research, nearly 30 to 50 percent of candidates cheat in online assessments for entry level jobs. Even 10% of senior candidates have been reportedly caught cheating.

The problem becomes twofold - if finding the right talent can be a competitive advantage, the consequences of hiring the wrong one can be equally damaging and counter-productive.

As per Forbes, a wrong hire can cost a company around 30% of an employee's salary - not to mention, loss of precious productive hours and morale disruption.

The question that arises is - "Can organizations continue to leverage AI-driven tools for online assessments without compromising on the integrity of their hiring process? "

This article will discuss the common methods candidates use to outsmart online assessments. We will also dive deep into actionable steps that you can take to prevent cheating while delivering a positive candidate experience.

Common Cheating Tactics and How You Can Combat Them


  1. Using ChatGPT and other AI tools to write code

    Copy-pasting code using AI-based platforms and online code generators is one of common cheat codes in candidates' books. For tackling technical assessments, candidates conveniently use readily available tools like ChatGPT and GitHub. Using these tools, candidates can easily generate solutions to solve common programming challenges such as:
    • Debugging code
    • Optimizing existing code
    • Writing problem-specific code from scratch
    Ways to prevent it
    • Enable full-screen mode
    • Disable copy-and-paste functionality
    • Restrict tab switching outside of code editors
    • Use AI to detect code that has been copied and pasted
  2. Enlist external help to complete the assessment


    Candidates often seek out someone else to take the assessment on their behalf. In many cases, they also use screen sharing and remote collaboration tools for real-time assistance.

    In extreme cases, some candidates might have an off-camera individual present in the same environment for help.

    Ways to prevent it
    • Verify a candidate using video authentication
    • Restrict test access from specific IP addresses
    • Use online proctoring by taking snapshots of the candidate periodically
    • Use a 360 degree environment scan to ensure no unauthorized individual is present
  3. Using multiple devices at the same time


    Candidates attempting to cheat often rely on secondary devices such as a computer, tablet, notebook or a mobile phone hidden from the line of sight of their webcam.

    By using multiple devices, candidates can look up information, search for solutions or simply augment their answers.

    Ways to prevent it
    • Track mouse exit count to detect irregularities
    • Detect when a new device or peripheral is connected
    • Use network monitoring and scanning to detect any smart devices in proximity
    • Conduct a virtual whiteboard interview to monitor movements and gestures
  4. Using remote desktop software and virtual machines


    Tech-savvy candidates go to great lengths to cheat. Using virtual machines, candidates can search for answers using a secondary OS while their primary OS is being monitored.

    Remote desktop software is another cheating technique which lets candidates give access to a third-person, allowing them to control their device.

    With remote desktops, candidates can screen share the test window and use external help.

    Ways to prevent it
    • Restrict access to virtual machines
    • AI-based proctoring for identifying malicious keystrokes
    • Use smart browsers to block candidates from using VMs

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Talent Acquisition Strategies For Rehiring Former Employees

Discover effective talent acquisition strategies for rehiring former employees. Learn how to attract, evaluate, and retain top boomerang talent to strengthen your workforce.
Author
Nischal V Chadaga
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June 25, 2025
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3 min read
Former employees who return to work with the same organisation are essential assets. In talent acquisition, such employees are also termed as ‘Boomerang employees’. Former employees are valuable because they require the least training and onboarding because of their familiarity with the organization’s policies. Rehiring former employees by offering them more perks is a mark of a successful hiring process. This article will elaborate on the talent acquisition strategies for rehiring former employees, supported by a few real-life examples and best practices.

Why Should Organizations Consider Rehiring?

One of the best ways of ensuring quality hire with a low candidate turnover is to deploy employee retention programs like rehiring female professionals who wish to return to work after a career break. This gives former employees a chance to prove their expertise while ensuring them the organization’s faith in their skills and abilities. Besides, seeing former employees return to their old organizations encourages newly appointed employees to be more productive and contribute to the overall success of the organization they are working for. A few other benefits of rehiring old employees are listed below.

Reduced Hiring Costs

Hiring new talent incurs a few additional costs. For example, tasks such as sourcing resumes of potential candidates, reaching out to them, conducting interviews and screenings costs money to the HR department. Hiring former employees cuts down these costs and aids a seamless transition process for them.

Faster Onboarding

Since boomerang employees are well acquainted with the company’s onboarding process, they don’t have to undergo the entire exercise. A quick, one-day session informing them of any recent changes in the company’s work policies is sufficient to onboard them.

Retention of Knowledge

As a former employee, rehired executives have knowledge of the previous workflows and insights from working on former projects. This can be valuable in optimizing a current project. They bring immense knowledge and experience with them which can be instrumental in driving new projects to success.Starbucks is a prime example of a company that has successfully leveraged boomerang employees. Howard Schultz, the company's CEO, left in 2000 but returned in 2008 during a critical time for the firm. His leadership was instrumental in revitalizing the brand amid financial challenges.

Best Practices for Rehiring Former Employees

Implementing best practices is the safest way to go about any operation. Hiring former employees can be a daunting task especially if it involves someone who was fired previously. It is important to draft certain policies around rehiring former employees. Here are a few of them that can help you to get started.

1. Create a Clear Rehire Policy

While considering rehiring a former employee, it is essential to go through data indicating the reason why they had to leave in the first place. Any offer being offered must supersede their previous offer while marking clear boundaries to maintain work ethics. Offer a fair compensation that justifies their skills and abilities which can be major contributors to the success of the organization. A well-defined policy not only streamlines the rehiring process but also promotes fairness within the organization.

2. Conduct Thorough Exit Interviews

Exit interviews provide valuable insights into why employees leave and can help maintain relationships for potential future rehires. Key aspects to cover include:
  • Reasons for departure.
  • Conditions under which they might consider returning.
  • Feedback on organizational practices.
Keeping lines of communication open during these discussions can foster goodwill and encourage former employees to consider returning when the time is right.

3. Maintain Connections with Alumni

Creating and maintaining an alumni association must be an integral part of HR strategies. This exercise ensures that the HR department can find former employees in times of dire need and indicates to former employees how the organization is vested in their lives even after they have left them. This gesture fosters a feeling of goodwill and gratitude among former hires. Alumni networks and social media groups help former employees stay in touch with each other, thus improving their interpersonal communication.Research indicates that about 15% of rehired employees return because they maintained connections with their former employers.

4. Assess Current Needs Before Reaching Out

Before reaching out to former employees, assess all viable options and list out the reasons why rehiring is inevitable. Consider:
  • Changes in job responsibilities since their departure.
  • Skills or experiences gained by other team members during their absence.
It is essential to understand how the presence of a boomerang employee can be instrumental in solving professional crises before contacting them. It is also important to consider their present circumstances.

5. Initiate an Honest Conversation

When you get in touch with a former employee, it is important to understand their perspective on the job being offered. Make them feel heard and empathize with any difficult situations they may have had to face during their time in the organization. Understand why they would consider rejoining the company. These steps indicate that you truly care about them and fosters a certain level of trust between them and the organization which can motivate them to rejoin with a positive attitude.

6. Implement a Reboarding Program

When a former employee rejoins, HR departments must ensure a robust reboarding exercise is conducted to update them about any changes within the organization regarding the work policies and culture changes, training them about any new tools or systems that were deployed during their absence and allowing them time to reconnect with old team members or acquaint with new ones.

7. Make Them Feel Welcome

Creating a welcoming environment is essential for helping returning employees adjust smoothly. Consider:
  • Organizing team lunches or social events during their first week.
  • Assigning a mentor or buddy from their previous team to help them reacclimate.
  • Providing resources that facilitate learning about any organizational changes.
A positive onboarding experience reinforces their decision to return and fosters loyalty.

Real-Life Examples of Successful Rehiring

Several companies have successfully implemented these strategies:

IBM: The tech giant has embraced boomerang hiring by actively reaching out to former employees who possess critical skills in emerging technologies. IBM has found that these individuals often bring fresh perspectives that contribute significantly to innovation7.

Zappos: Known for its strong company culture, Zappos maintains an alumni network that keeps former employees engaged with the brand. This connection has led to numerous successful rehiring instances, enhancing both morale and productivity within teams6.

Conclusion

Rehiring former employees can provide organizations with unique advantages, including reduced costs, quicker onboarding, and retained knowledge. By implementing strategic practices—such as creating clear policies, maintaining connections, assessing current needs, and fostering welcoming environments—companies can effectively tap into this valuable talent pool.

As organizations continue navigating an ever-changing workforce landscape, embracing boomerang employees may be key to building resilient teams equipped for future challenges. By recognizing the potential benefits and following best practices outlined above, businesses can create a robust strategy for rehiring that enhances both employee satisfaction and organizational performance.
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5 Tips To Refine Your Tech Talent Acquisition Strategy

The tech industry has always grappled with finding skilled talent. While the demand continues to skyrocket for IT professionals, the available talent pools keep diminishing. In fact, a 2022 ManPower Group study shows employers struggling to find qualified tech talent. Global talent shortages reach a 16-year-high as 3 in 4 employers report difficulty finding the talent they need—and IT and data roles are the most in demand. So what happens when a niche role in your engineering team suddenly falls vacant? Filling that role instantly remains a pipedream. Filling that role within a week still seems farfetched. Beginning your recruiting efforts after a requirement occurs will not cut it anymore, especially in today’s competitive market. This is where having a robust talent acquisition strategy in place will have your back! In this article, we aim to explore how to –

  • Reduce the impact of talent shortages on your organization and still remain competitive
  • Proactively build a strong talent acquisition strategy to help attract talented developers

Settle in and let’s get to it!

How does recruitment differ from talent acquisition?

While both terms are used interchangeably, they mainly differ in their approach. To put it simply, recruitment is a short-term objective and talent acquisition is a long-term plan. To quote, “Recruitment is linear, talent acquisition is an ongoing cycle. ” Recruitment is limited to hiring candidates to fill a vacancy that exists in an organization. It begins once a role falls open. Predicting an organization’s hiring requirements, even before such a situation arises, is essentially what talent acquisition aims to do. Think of how you plan for a vacation. You anticipate the length of your trip, a rough itinerary, and other important expenses ahead of time. To get the best deals on tickets and accommodation, you do your research, plan, and book everything in advance. That is what a talent acquisition strategy is to hiring.

  • List down your future hiring requirements
  • Identify skill gaps in your teams
  • Expand your talent pools with passive talent
  • Plan and allocate your recruiting budget
  • Budget in upskilling initiatives to better retain your current talent

Also read: 5 Tips From Recruiters To Fix Talent Acquisition Issues in 2023

Why is building a robust talent acquisition strategy important?

With an effective talent acquisition strategy in place, the organization can transition smoothly over its growth curves, with the confidence that as and when the need arises, a reliable pipeline of talent awaits. That’s how you hire the right people for your organization. Such strategic hiring empowers recruiters with both time and resources, which are both invaluable to recruiting. Recruiters can take their time to carefully plan out –

  • How best to leverage the right tech recruiting tools to source and attract quality candidates
  • Better engagement with potential candidates, well in advance, to cut down on the time it takes to fill vacant positions
  • A strategy to foster diversity in the workplace
  • How to boost productivity in your organization and save costs by hiring the right people

In the absence of such a planned approach to recruiting, companies often find themselves needing to hire at short notice with limited resources, often resulting in poor hires. A carefully thought-out long-term recruitment strategy will enable and empower the organization to hire superior talent. If you are serious about employee retention then invest in a good talent acquisition strategy.

Also read: 7 Recruitment Trends That Will Impact Talent Acquisition in 2023

How do you build a strong talent acquisition strategy?

Talent acquisition strategies are not generic and there is no rulebook that dictates how best to strategize. There are, however, certain best practices that can be adopted and customized to suit an organization’s requirements. Here we list some of the best talent acquisition strategies that HR departments follow.

#1 Assess and analyze the business using data

First and foremost, it is important to have a comprehensive understanding of your business, its long-term growth prospects, average monthly or yearly hiring load, past turnover trends, etc. to better understand periods of high or low demand. With tons of data available at their fingertips, recruiters are leveraging big data analytics to better assess and analyze issues associated with high turnover rates and the possible solutions to these issues. With a better understanding of the issues and their solutions, recruiters are able to make more effective hiring decisions through data-driven recruiting.

Also read: Optimize Your Hiring Process With Recruitment Analytics

#2 Leverage cross-team collaboration

Recruiting cannot happen in a vacuum. It is important to collaborate with other departments to leverage their skills in better tailoring your talent acquisition strategies. For instance, the marketing department can help you with print and digital recruiting materials that can be used to attract potential candidates. Have in-depth discussions with your hiring managers to get a detailed understanding of the job role you’re hiring for. Another vital source of information and insight are your current employees in roles similar to the ones you are looking to hire for. They are a treasure trove of information and can provide insights into the work culture of the company, what drew them to the company, what would attract them to a new role, and where would they go to find it. Collaborating in this manner with the various departments of your business can not only help you understand certain aspects, hitherto unknown, of your business but also provide you with fresh perspectives and insights into your strategizing.

#3 Allow technology to aid you

On average, recruiters lose 14 hours per week completing tasks like scanning resumes, uploading candidate data, and sending emails manually. If you invested in smart AI-powered tech recruiting tools, they can do the heavy lifting for you. It saves you a lot of time and resources. With tools like HackerEarth, be it using our product for shortlisting candidates through coding assessments or conducting remote coding interviews, it helps remove human bias out of the equation. Additionally, it makes the process more efficient and effective. To be ahead of the curve when it comes to AI and automation, it is important to take an inventory of your recruitment tools — applicant tracking system (ATS), candidate relationship management system (CRM), onboarding system, career site — and check whether these are indeed providing the quality of insights that you expect them to deliver.

#4 Work on your employer branding

Employees diligently check out a potential workplace on social media sites and read employee reviews on sites such as Glassdoor to get the real scoop on companies before applying for a job. Update your company’s policies to offer flexible working schedules, remote work options, a casual Friday, or even paid sabbaticals. Such attractive perks go a long way in keeping the employee motivated at work. Apart from these, HRs need to strategize in collaboration with the marketing manager how best to align the employer brand with the corporate logo and brand on social media, job boards as well as print and digital media. Any piece of literature that bears the company’s logo is subject to scrutiny. Hence, it is very important to put a lot of thought into everything that is being communicated on behalf of the company.

Also read: How Tech Recruiters Can Build Better Employer Branding With Marketing

#5 Reevaluate the effectiveness of your talent acquisition strategy

Key Recruiting Metrics To Track To Build A Strong Talent Acquisition Strategy

To remain successful, companies have to conduct regular audits, leveraging data and technology to see the effectiveness of the strategies that have been put into action. While there are several metrics used by various companies to evaluate their strategies, the most significant ones are cost, time, quality, and quantity.

Cost as a metric

A detailed analysis to determine cost inefficiencies in your process is crucial to measure the success of your strategies. Cost is an effective metric to measure quality since financial resources are limited and, if one cannot function within a budget, it is prudent to reevaluate it.

Also read: 6 Steps To Create A Detailed Recruiting Budget (+Free Template)

Time as a metric

Time is a little more complicated metric to measure the success or failure of a strategy. For instance, some processes reap rewards in the short term, while others do so over a longer period of time. A detailed, case-by-case study is essential to determine the effect time has on the effectiveness of strategies.

Quality as a metric

Quality, like time, is a fickle entity. Each organization would have a different interpretation of what it means. While one organization would value obedience, another may value innovation and yet another may define it by leadership and cultural fit. Whatever your organization’s definition of quality is, it is important to measure the success of your strategies against the quality of hire.

Quantity as a metric

Hiring more employees than necessary is bound to take a toll on company resources. However, hiring inadequately will severely affect the desired outcome and can have a damaging effect on the morale of employees. Quantity is, therefore, a great way to measure the effectiveness of strategies.

A good talent acquisition strategy is always in flux

Crafting a talent acquisition strategy is imperative to the success of your business and to ensure that recruitment as a process is conducted not merely on a need basis but as part of the strategy. Recruiters cannot afford to be reactive in their hiring. It’s all about the early bird catching the worm, and proactive recruiters landing the best, most talented candidates! However, there is no one-size-fits-all when it comes to building a strategy for talent acquisition. We hope the tips mentioned in this article will help you create and tailor a strategy according to your business requirements.

FAQs on how to refine your talent acquisition strategy:

#1 What are the essential components of building a good tech talent acquisition strategy?

A good tech talent acquisition strategy should focus on the following aspects:

  • Engagement: Even before a vacancy opens up, tech recruiters need to start creating a dialogue with the developer community. This can be done by participating, sponsoring, or organizing events like hackathons where developers can network.
  • Employer branding: A strong employer brand helps in attracting top talent to your organization. This includes showcasing your company culture, values, and mission.
  • Recruitment marketing: Using various channels to promote job openings, such as social media, job boards, and networking events, is important in reaching potential candidates.
  • Candidate experience: Providing a positive candidate experience, from the application process to onboarding, can help attract and retain top talent. Effective assessment methods, such as skill tests, coding interviews that involve pair programming and other practices can help amplify the candidate experience.
  • Diversity and Inclusion: Bake in diversity and inclusion policies into your hiring process to attract a wider pool of candidates and create a more inclusive workplace culture.
  • Data-driven approach: Using data to track the effectiveness of your recruitment efforts and make data-driven decisions can help optimize your talent acquisition strategy over time.

#2 What are important things to consider when creating a global tech talent acquisition strategy?

  • Define your talent needs: The first step is to identify the types of roles that need to be filled and the skills required for each role. Determine if you need to fill these roles with local hires or if it’s better to relocate or outsource talent.
  • Determine your target markets: Identify the geographic regions where you want to source talent from. Consider factors such as the availability of talent, the cost of living, and the cultural fit.
  • Develop your employer brand: Create a strong employer brand that showcases your company’s values, mission, and culture. Use social media and other platforms to promote your employer brand and attract the best talent.
  • Use multiple channels for recruitment: Consider using multiple channels for recruitment, such as job boards, social media, employee referrals, and recruiting agencies. This will help you reach a broader pool of candidates.
  • Consider language and cultural barriers: When recruiting globally, language and cultural barriers can present challenges. Consider having a multilingual recruitment team or partnering with local recruitment agencies to help overcome these challenges.
  • Implement an efficient screening process: Develop an efficient screening process that helps you identify the best candidates quickly. Use pre-screening tools and technology to help automate the process.
  • Provide a great candidate experience: Provide a great candidate experience that showcases your company’s culture and values. This will help you attract and retain top talent.
  • Monitor and adjust your strategy: Finally, monitor your recruitment strategy regularly and adjust it as needed. Use analytics and data to track your success and make data-driven decisions.

#3 Define a good tech talent acquisition framework

Here’s an example of a tech talent acquisition framework:

  • Define your candidate persona: Identify the specific skills, experience, and cultural fit you’re looking for in a candidate. This may include programming languages, industry experience, project management skills, and more.
  • Create job descriptions: Craft clear and concise job descriptions that accurately reflect the role’s responsibilities, required skills, and desired experience.
  • Source candidates: Use various sourcing channels such as job boards, LinkedIn, and networking events to identify and attract candidates who meet your ideal candidate profile.
  • Screen candidates: Use phone screens, technical assessments, and behavioral interviews to evaluate the candidate’s qualifications, skills, and fit for the role and your company’s culture.
  • Assess and interview: Use skill-based take-home assessments to shortlist candidates based on their assignment score, and move them to the interview round.
  • Close the offer: Once a candidate is through, extend an offer that’s competitive and fair, with salary and benefits packages that reflect the candidate’s value.
  • Onboard new hires: Provide a comprehensive onboarding program that helps new hires acclimate to your company’s culture and sets them up for success in their new role.
  • Measure success: Track your success in hiring top talent by measuring your time-to-fill, the quality of candidates, retention rates, and employee satisfaction.

#4 How can technology help with your tech talent acquisition strategy?

Technology can play a significant role in improving the efficiency and effectiveness of your tech talent hiring strategy. Here are some ways you can use technology to enhance your hiring process:

  • Applicant Tracking Systems (ATS): Implement an ATS to streamline your hiring process and manage candidate applications. This can help you organize resumes, track candidate status, and automate communication.
  • AI-powered assessments: Skill-based assessments can help you qualify candidates from a large pool. AI-powered assessment platforms can benchmark candidate results, so you can pick the best candidates that fulfill your skill requirements. They can also weed out manual errors in the assessment process.
  • Video Interviewing: Video interview tools with built-in IDEs and real-time coding features can help you check coding skills on the fly through the use of code stubs or pair programming methods.
  • Virtual Reality (VR): Use VR to create immersive experiences that showcase your company culture, work environment, and team collaboration. This can help candidates get a better sense of your company and the role they would be playing.

#5 How can you incorporate DE&I in your tech talent acquisition strategy?

Baking in diversity, equity, and inclusion (DE&I) into your tech talent acquisition strategy can help ensure that your hiring process is fair and equitable and that your team represents diverse perspectives and backgrounds. Here are some ways you can incorporate DE&I into your tech talent acquisition strategy:

  • Ensure your job descriptions are inclusive and avoid gendered or biased language.
  • Expand your sourcing channels beyond traditional job boards to reach underrepresented groups like developer communities in HBCs (Historically Black Colleges).
  • Engage with diversity-focused organizations, attend diversity job fairs, and consider partnering with universities with diverse student populations.
  • Train your interviewers to be aware of bias and to ask inclusive questions that focus on skills and experience.
  • Create structured interviews that ask the same questions to all candidates to avoid unconscious biases.
  • Identify objective selection criteria that focus on skills, experience, and cultural fit, and avoid using criteria that may perpetuate bias or exclude underrepresented groups.
  • Set diversity targets and measure your success the same way you would measure TTH and cost benefits.
  • Create a workplace that’s inclusive and welcoming to all employees, regardless of their background, and make this part of the employer branding activities.

#6 How do you create a tech talent acquisition strategy?

Creating a tech talent acquisition strategy involves understanding your company’s technical needs, defining clear roles and responsibilities, and leveraging various recruitment channels.

Begin by analyzing your current technical team’s strengths and gaps. Collaborate with department heads to forecast future tech needs. Then, tailor your job descriptions to attract the right candidates. Utilize online job portals, tech-specific platforms, and engage in networking events and tech conferences. Regularly review and adjust your strategy based on the results and evolving needs.

#7 What are some best practices in technical talent acquisition?

  • Writing clear job descriptions that precisely define technical roles, responsibilities, and requirements to attract suitable candidates.
  • Using a mix of job portals, networking events, tech conferences, and referrals to source candidates.
  • Implementing technical tests, coding challenges, and interviews to assess technical and soft skills.
  • Positioning your company as a desirable place to work, emphasizing culture, growth opportunities, and unique selling points.
  • Promoting opportunities for professional development, ensuring talent remains updated with industry trends.

#8 What are the biggest challenges in tech talent acquisition?

The biggest challenges in tech talent acquisition currently are:

  • The skills gap. There is a shortage of skilled tech workers in the market, which makes it difficult for companies to find the talent they need.
  • The war for talent. Many companies are competing for the same pool of tech talent, which drives up salaries and makes it harder to attract and retain top talent.
  • The high cost of hiring. The cost of hiring tech talent is rising, due to the factors mentioned above. This can put a strain on company budgets.
  • The long hiring process. The hiring process for tech roles can be long and drawn-out, which can discourage candidates and lead to lost opportunities.
  • The lack of diversity in the tech workforce. The tech workforce is still disproportionately white and male, which can make it difficult for companies to attract and retain a diverse range of talent.

#9 How do you build a tech talent acquisition pipeline?

Below we have listed the steps involved in building a tech talent acquisition pipeline:

  • Sourcing: Actively seek out candidates using job portals, social media, tech platforms like GitHub or Stack Overflow, and through referrals. Sourcing candidates should be a regular process and should be done even when there is no active open role. Thai way, recruiters and engineering managers can keep a handy database of prospective candidates ready.
  • Engaging: Maintain regular communication with potential candidates, even if there isn’t an immediate vacancy. This helps in building relationships for future roles. Hackathons are a great way to engage and connect with developers, and improve brand recognition within the developer community.
  • Screening: Regularly review and update your screening processes, by employing a robust platform for conducting technical tests, and soft skill assessments.
  • Onboarding: Companies see a high percentage of drop-off during the waiting period i.e. when they are waiting for a developer to finish the notice at their previous employer and join their company. It is necessary to keep engaged with the developer even during this period, and help them onboard to the new company through regular communication. The onboarding process can continue when the developer formally joins the company and is introduced to different departments and functions.
  • Continuous learning: An oft-missed part of the talent acquisition process is the provision of continuous learning opportunities to developers, so that the can grow into new roles and skills and attrition can be kept low.

Employee onboarding checklist for new hire

First impression matters.

After spending months investing resources to find great talent to fill a key role within the company, it is terribly disappointing to have the employee resign within a year. This is the case for many companies, which are not able to meet new hires’ expectations and as a result, lose good people. This happens because while new hires join the company with much motivation and excitement, they somehow end up becoming disillusioned often within the first few days itself. (Also read: Why employees frequently switch jobs and how to retain them)

Unfortunate examples of these employers involve superficial employee onboarding programs, unclear communication to new hires prior to the first day, unstructured training, and neglected information regarding the HR’s and hiring department’s responsibilities.

According to TalentWise

  • 91% of new hires stick with a company for at least one year if the organization has efficient onboarding processes
  • 69% of those new hires stick with a company for at least three years when it has a well-structured onboarding program

Steps to creating your employee onboarding checklist for new employee

To consider the hiring process for a specific position successful, employers need first to make sure that their new hires will not leave the company soon. That said, it is important to show them from day one that you as an employer care about them and respect the fact that these people will be the people who will drive the company’s overall performance in the near future. Thus, you will help them keep alive, and maybe enhance, their excitement and motivation for joining you. (Also read: 7 ways recruiters can increase the offer-to-joining ratio)

When do you make the first impression in employee onboarding?

If you think you will make the first impression the moment the new hire will formally join the company, you have already lost the game!

The first impression will take place at the moment you will contact the candidates. The way you approach them, the tone of your communication, and the overall experience you provide them with are all part of the first impression you are making on candidates you are considering for a key position within the company. Even if you don’t know yet who will be hired in the end, you should know that the “employee onboarding” starts when you approach the candidates. In the end, this is why you approach them because you believe that they could join the company.

There are plenty of examples when candidates were very excited to join a company, but they don’t because of an unstructured and unclear hiring process. They were not impressed with the way the company dealt with the hiring process, and them.

How to avoid such a bad impression:

  • Set and communicate a clear timeline regarding the hiring process – Let the candidates know how long it will take, what the steps are, and when to expect what.
  • Communicate status update to each candidate at each step – It is important for the candidates to be updated about their application status. They need to know if they made it to the next step or not. Should they start applying somewhere else or wait a bit longer for your decision? They need to know.
  • Involve gamification in the hiring process – Gamification of the hiring process is a great way to provide candidates with a great experience— an experience which makes them feel that even if they do not get the position, at least they enjoyed the journey.
  • Incorporate Talent Assessment Software – TAS has a twofold goal. On one hand, it helps employers to ensure that the person they will hire will be able to perform well in the new role, and, on the other hand, it helps candidates create a positive impression about the dedication of the company to ensure that it will hire only the best. Somehow, it makes them feel special when they succeed. For example, HackerEarth Recruit is a technical recruitment platform that helps companies assess candidate performance via customized online coding tests.

“Before the first day” to-do list?

After considering the aforementioned practices, you can be sure that the new hire is likely to have the same or even increased motivation to join the company. By providing candidates with a positive experience throughout the hiring process, you (hopefully) convinced them that you care about the people you bring onboard; you want the best, and if they made it they have an extra reason to feel proud to join your family.

As soon as the candidate accepts the offer, you are all ready for the next step of the candidate preboarding process. The best way is to automate the journey using candidate preboarding software. These software help ensure that the preboarding is without glitches and also help in ensuring that the dropoff is minimal.

Create a “Before the First Day” list, and include on this list all the tasks that the employee preboarding team needs to complete:

  • Make sure you provide the new hire with some practical and clear information about the first day. Consider the question: “What should they expect on the first day of employment?”
  • Make sure all the paperwork has been finished before he/she joins the company. Enter him/her in your HR systems, have the laptop/desktop ready, and create for him/her all the necessary accounts. Show them you are structured and proactive.
  • Remind the hiring managers about the new hire a few days in advance, and make sure he/she has scheduled some time in their calendar to introduce the new hire to the rest of the team, and give a contact list. (Also read: 10 ways to build inclusive onboarding experience)

On the First Day – the “Official Employee Onboarding”:

Supposing that you managed to ensure the entire “Before the First Day” list has been checked, now, you need to think of the structure of the “Official Employee Onboarding.” This is the moment when you officially introduce the new hires to the company and make sure they will find the working environment you promised during the hiring process.

That said, consider the following practices, inspired by companies such as Google and Netflix:

  • Present your company’s policies and values; while doing so, try to reference specific examples. If you reference a story or a real example, they’ll be more likely to relate and understand.
  • Encourage open dialogue.
  • Discuss their responsibilities and be prepared to answer any questions.
  • Introduce them to the rest of the team.
  • Assign a dedicated mentor to each new hire.
  • Provide them with a schedule and timeline regarding their training.
  • Google employee onboarding program suggests that when training new hires, define success for each. Put together a roadmap to success based on the way you perceive it and expect it to be. Present them with as many KPIs as possible. Thus, you will help them have a clear image of what is expected of them.
  • Netflix onboarding program suggests you let new hires tackle huge projects from the beginning. It makes them feel like you trust them and believe in their knowledge, skills, and abilities.

Successfully ending the employee onboarding process

For some organizations, the official employee onboarding program, including the training, ends within three weeks, and for other companies after 2 or 3 months. There is no standard timeline on this. It always depends on the company culture, size, structure, and goals. What is important to make sure that you successfully end the employee onboarding process is that you (HR, IT, Facilities, and the Hiring Team) ensured that the new hire received well-structured training which will help him/her feel part of the team, perform as expected, and align personal goals with the overall company’s goals. The hiring manager should hold several feedback meetings with the new hire. In these meetings, the purpose should be to make sure that the new hire is ready to perform “independently.” If you are already there, then kudos on your well-structured onboarding program. If not, then it is time to review and adjust it according to your company’s needs and resources. (Also read: How to write an employee handbook)

Let’s create a better future

Say, you have a leadership role in a company, and it is up to you to take it to greater heights in terms of profitability and culture. That’s great.

But, what about your responsibility as a citizen of this planet to society? Do you strive as hard to make a difference? How committed are you to bettering lives with your know-how and resources? Most people would have heard the saying “with great power comes great responsibility,” but we have mostly perceived it in superheroes context. You are the hero in your story and your company and its function is your superpower.

How do we contribute to making a better world?

As a company that strongly believes in crowdsourcing for innovation, we started with the trend of hackathons for social good. Hackathons with the intent to solve real-world crises like “child abuse prevention,”Rural Development,” “Transparency, Governance, and Freedom of Press,” etc. We try by partnering with nonprofits and non-governmental organizations who have been constantly trying to push through the obstacles to bring a difference to people’s lives.

We realized these organizations have the potential to implement changes but are finding it hard in terms of manpower and resources. Meanwhile, there are developers who are capable of building solutions but have no means to implement them. When both these parties are brought together, that is where the magic happens. Passionate developers come up with creative solutions to tackle the problems and the non-profits go on and implement these solutions.



Sure, we understand we cannot solve all the bigger problems in the world but we can try not to ignore the ones we are able to address. You can make a difference not only by addressing the larger issues but also by not ignoring the smaller ones or the ones we are able to address.

How can you host a hackathon for social good?

  1. Identify a problem you and your company can address: Identifying the problem is perhaps the most important part of the whole process. After you have identified the problem, you can decide how your organization and the product and services it offers fit into addressing the problems.
  2. Identify non-profits and organizations which are working in that domain: These are organizations that lack the resources and need our help to fight these problems but they have the capability and need to implement the solutions that can help solve the problems better.
  3. Assemble a team who can constantly work with the developers and non-profits: This team should be able to act as a bridge between the developers and the non-profits. The non-profits are short on resources and manpower and hence would require assistance in the adoption of the solution built by the developers.
  4. Market the hackathon: It’s necessary to reach a large number of developers to get a good number of developers who are capable of building tangible solutions to address the given problem.
  5. Judges and Prizes: Define clear judging criteria and identify the judges for the hackathon. The prizes are not a huge factor but they certainly motivate the participants to give their best.

How does hosting a social hackathon benefit your organization?

It sends a message to the world and community that you care. You care about the smiles of the people who can’t have them, you care about helping thousands of people you have never met, and you care about making the world a better place.


It brings your brand closer to people and improves the brand image as a company that cares about the society and the world.

You can always join us and be a part of our social hackathons. Reach out to us at community@hackerearth.com to setup a call.

9 steps to write a detailed employee handbook

An employee handbook, as the name suggests, is a handy communication tool that informs and creates awareness about an organization’s guidelines and policies and gives insight into the company’s vision and culture.

Since Indian labor and employment laws are considered to be one of the most complex ones in the world, most companies use an employee handbook as a convenient measure to ensure compliance with these laws.

While most organizations opt for the tried-and-tested-route when it comes to drafting an employee handbook, some companies breathe inspiration and creativity into theirs.

A poorly drafted employee handbook is also said to be an effective sedative in the treatment of insomnia (right alongside my 9th-grade history textbook)!

So, let us focus on how not to create such a potent draught and instead try and make it an effective and beneficial communication tool!

9 steps to write a detailed employee handbook –

1. The disclaimer

A disclaimer is what defines the nature of the employee handbook and should at the very outset state that the employee handbook is not a contract of employment.

Not including this critical point in the handbook could leave your organization vulnerable to lawsuits by terminated employees.

2. Introduction and a welcome note

Most employee handbooks start with the customary “introduction and welcome note” that introduces employees to the company’s principles, goals, and core values.

An important point to remember while drafting this is to avoid figurative language, for instance, referring to the organization as a family, as it could imply indefinite employment!

Instead, provide them with a general overview of the work environment and hierarchy.

Another critical point to include is regarding the at-will employment relationship which states that the employee can be terminated at will anytime with or without notice by the employer or employee.

Valve, a gaming software company’s employee handbookis an excellent example of one that communicates its work culture, a brief description of how it started and its lack of hierarchy in an upbeat, empathetic yet effective manner.

This ensures an effective communication of what the employee can expect from the company and its management and what is expected of them.

3. Company’s mission statement

A successful business is one where all its employees are aligned with the company’s vision and goals and work toward bringing the same to fruition.

The first step toward this is to state in lucid terms what these goals are so that it imparts a sense of purpose and duty to the employee.

Brimming with personality and written in a conversational style is the much talked about handbook of Disqus, an online blog comment hosting service company.

The Disqus handbook covers everything from the mission statement, product overview, and milestones to their favorite phrases and life at Disqus, and all done in an engaging and lighthearted manner.

4. Sexual harassment and anti-discrimination policies

It is important to expressly state in your handbook your company’s zero-tolerance policy toward harassment or discrimination of any kind.

It is advisable to take professional legal advice while drafting this section since it requires you to define harassment in the workplace and how to identify it.

The employee must also be made aware of the contact details of the person to whom such an incident can be reported.

The Infosys employee handbookhas a detailed section dedicated to its harassment and discriminatory policies where they appeal to everyone to respect each other to create a safe workplace.

5. Leave policies

Most companies these days are quite accommodating of their employees’ leave requirements.

Whether you have a strict policy regarding it or are more relaxed when it comes to your employees taking time off, clearly mention the kinds of leave permissible such as vacations, sick days, maternity leave, etc.

Do not neglect to disclose any restrictions on leaves of absence such as termination of employment or revoking of employee benefits due to excessive time off.

It is important to mention a timeframe within which employees can apply for vacation or other leaves.

Motley Fool’shas a rather straightforward “take what you need” attitude with regard to its vacation policy as clearly mentioned in their handbook.

6. Disciplinary policies

A company’s employee handbook is a valuable document not only when it comes to introducing the employee to the organization’s work culture and important policies, but also as a deterrent to inappropriate and unprofessional behavior.

Clearly define what constitutes employee misconduct while explaining the consequences of such actions. It has to be made clear, however, that inappropriate actions/behavior would be judged on a case-by-case basis by the organization.

The language used in explaining such sensitive topics must never be threatening as that would lead the employees to be in a constant state of fear of being disproportionately punished.

An important point to be included under this section is a disclaimer that states “or any other behavior proven to be detrimental and harmful to the company” so that the misconduct mentioned are not limited to only the ones listed.

7. Social networking and blogging

With social media pervading our everyday lives, it is crucial to specify what the organization’s policies are regarding accessing social media account while at work.

If this is strictly prohibited, then mention that in the handbook along with the disciplinary action that accompanies such insubordination.

There should be strict rules regarding posting of confidential or proprietary company information and photos of colleagues taken at the workplace.

8. Employee benefits

Most organizations go on to give descriptions of employee benefits that they offer and this could include information related to health insurance, company retirement plans, compensation, disability coverage to name a few. It is not recommended, however, to give a detailed account of the benefits, since most companies typically have separate benefits plans that explain these in greater detail.

All that is needed here is a brief description of the benefits offered and eligibility criteria along with contact information.

Some companies offer stock options as a way to motivate their employees and it is proven to be quite an effective way to cultivate a sense of ownership toward the company’s success. states it thus, “Every Fool is an owner of The Motley Fool. Shortly after joining the Fool, you’ll be granted shares in the company. There are also periodic opportunities for Fools to buy more shares or sell what they own.”

It is crucial to include a disclaimer in this section in the event of any inconsistencies between the handbook and any oral or written document describing the plans and benefits offered by the company.

It is advisable to ensure that the handbook’s description of benefit plans aligns with the company’s formal plan documents.

9. Termination policies

This section pertains to policies regarding voluntary termination of employment.

Depending on your organization’s policies, clearly, state the period of advance notice that the employee is expected to provide before terminating his employment.

Provide information, although brief regarding your company’s termination policies including final paychecks, what employees need to do, whether there would be an exit interview etc.

While some organizations include this under the companies policy section, others draft this as a separate section in their handbook.

A few tips to consider before writing an Employee Handbook

An employee handbook is a living document and not something that is to be written and then forgotten soon after. It needs to be updated frequently, reviewed and personalized per your company’s policies and values.

Avoid making your handbook bulky and unmanageable. With most companies going digital with their handbook, it is even more of a necessity to make it a light yet effective read.

Most handbooks come with a signed acknowledgment form which the employee is expected to sign. Failing to do so will not provide any ‘legal protection benefits’ in the event of a lawsuit by the employee.

The above-mentioned points should help guide you in the right direction while drafting your own employee handbook.

Whether you choose to take the more conservative approach to draft it or allow creativity to guide you down that path, keep in mind that a handbook is essentially a document that communicates to a new employee what you expect from him/her and what he/she can expect in return from you.

Your language and design should reflect this in as clear a way as possible. It is also advisable to seek legal counsel to ensure there are no legal loopholes that can be exploited before publishing it in print or online.

While your team works toward creating a great employee handbook, it is important to ensure that you hire the right candidate for your company.

With growing technology, sourcing candidate is not a major issue. For every opening, you receive thousands of application.

What is important is to assess these candidates based on their skills, without being biased.

Using Talent Assessment software like HackerEarth not only helps you scale your hiring process by evaluating thousands of candidate with a single click, it also shares a detailed comparison report of candidates. Giving a detailed report, before you interview a candidate.

So make sure only the right candidate reads your Employee Handbook, while you put so much effort into it. Use a Talent Assessment Software.

Talent Acquisition strategy, talents, talent assessment, skill based assessment, assessing skills, assessment, talent assessment software, hiring developer, how to hire, best way to hire, Write Employee Handbook

Top 10 artificial intelligence companies

The artificial intelligence industry is expected to reach $59.8 billion by 2025. With use cases in almost every industry vertical, artificial intelligence is predicted to be the future of technology by thought leaders including Bill Gates. From sales forecasting to improving productivity, the application of artificial intelligence (AI) is immense for companies worldwide.

As companies race to scale up their AI capabilities, the demand for experts in the field is expected to rise. Geography-wise, the United States accounts for 66 % percent of the total global investment in AI. As companies bet big time on AI, recruiters are paying impressive salaries to hire AI talent. Glassdoor Research estimates the average annual base pay for AI-based jobs at $111,118 per year.

Here are the top companies that are hiring AI talent as per the Glassdoor research:

1) Amazon

The online retail giant applies AI and ML technologies to improve both their products and services. Amazon Echo is one of their most popular AI-based products that use Alexa, an intelligent personal assistant. After acquiring Kiva, a robotics company in 2012, Amazon implemented an ML algorithm to automate their picking and packaging process. This brought down their ‘Click to ship’ cycle to just 15 minutes, thereby reducing operating costs by 20% while improving inventory capacity by 50%. The company also uses ML technology to identify workflows and enhance their customer interactions. Amazon also has a cloud computing division, Amazon Web Services, which offers AI services. With many AI and ML projects in their bucket, Amazon is one of the top AI companies to work for.

2) NVIDIA

The IT company which featured among Fortune’s top 100 companies to work for in 2017 has big plans for AI. Nvidia’s products include computer chips and platforms with ARM/ GPU that can be used in a variety of devices from drones to automobiles. Their latest graphics processing unit (GPU), Titan V is one of the most powerful GPU of all time and can be used for research in AI and ML. The Glassdoor research ranks Nvidia at number 2 on their list of top companies hiring for AI talent.

3) Microsoft

As one of the leading software companies, Microsoft has been building its AI capabilities on different fronts to drive their business. With a variety of AI-based products and services like Cortona, CNTK, cognitive services, and industry-specific AI apps, Microsoft offers developers many interesting and challenging projects in AI.

4) IBM

Watson is IBM’s most well-known AI projects. IBM’s Watson division is focused on developing cloud-based artificial intelligence technologies for their own products and other organizations. The technology has been used in several spheres including cancer research and retail. IBM is investing heavily in developing their AI capabilities for a wide range of use cases from self-driving cars to hospitality.

5) Accenture

Accenture is investing heavily in combining different technologies with AI and IoT. With the objective of developing AI-based solutions for its clients, Accenture has set up a global network of innovation hubs for developing AI technologies in San Jose, California, and Arlington, Virginia, in the United States; Sophia Antipolis, France; Beijing, China; Bangalore, India; and Dublin, Ireland.

6) Facebook

With over 3 billion users, worldwide, Facebook is the leading social networking site in the world. The company recognized as one of the best places to work in 2018 by Glassdoor is also home to cutting-edge innovations in AI. Their internal group called Facebook AI Research (FAIR) is committed to solving challenges in AI. Apart from acquiring AI companies like Masquerade and Zurich Eye, the company has also invested strategically in their own artificial intelligence labs. The company’s AI research team led by deep learning pioneer, Yann LeCun has many major initiatives planned for 2018 to improve the efficiency of the social media platform.

7) Intel

Intel is investing big time in AI and ML technologies. Apart from developing new ML frameworks and AI chips, the company has invested in many AI startups and acquired AI-focused companies. Saffron Technology is one such company that was acquired by Intel. With a focus on building greater AI capabilities, Intel is among the top 10 companies hiring AI talent in the market.

8) Samsung

The smartphone manufacturer is developing AI technologies to improve camera features, security and user experience of mobile phones. Their AI-powered assistant, Bixby, is designed to deliver a better user experience for mobile phone users. The company is also investing in AI-based startups and have set up AI research centers worldwide.

9) Lenovo

To leverage on AI and ML technologies for manufacturing, the company will invest $1.2 billion in the next two to four years. Their range of AI concept devices includes SmartCast+, an intelligent, interactive speaker that delivers AR experience. Apart from working with renowned tech universities, Lenovo has also set up specialized research labs in the US, Germany, and China.

10)Adobe

Adobe has several new programs and projects focused on building better tools powered by AI. With their Sensei platform based on AI and ML, Adobe plans to offer better user experience to its clients. The company plans to incorporate more AI-based technology in its services and products.

By leading the AI revolution, these top AI companies are among the best places to work for AI experts. In their report titled, How AI Boosts Industry Profits and Innovation, Accenture Research, and Frontier Economics predict that artificial intelligence has the potential to enable 38% profit gains and result in an economic boost of $14 trillions by 2035. With the potential to increase corporate profitability, the AI buzz is here to stay and will pave the way for technological advancements in the future.

11 open source frameworks for AI and machine learning models

The meteoric rise of artificial intelligence in the last decade has spurred a huge demand for AI and ML skills in today’s job market. ML-based technology is now used in almost every industry vertical from finance to healthcare. In this blog, we have compiled a list of best frameworks and libraries that you can use to build machine learning models.

1) TensorFlow
Developed by Google, TensorFlow is an open-source software library built for deep learning or artificial neural networks. With TensorFlow, you can create neural networks and computation models using flowgraphs. It is one of the most well-maintained and popular open-source libraries available for deep learning. The TensorFlow framework is available in C++ and Python. Other similar deep learning frameworks that are based on Python include Theano, Torch, Lasagne, Blocks, MXNet, PyTorch, and Caffe. You can use TensorBoard for easy visualization and see the computation pipeline. Its flexible architecture allows you to deploy easily on different kinds of devices
On the negative side, TensorFlow does not have symbolic loops and does not support distributed learning. Further, it does not support Windows.

2)Theano
Theano is a Python library designed for deep learning. Using the tool, you can define and evaluate mathematical expressions including multi-dimensional arrays. Optimized for GPU, the tool comes with features including integration with NumPy, dynamic C code generation, and symbolic differentiation. However, to get a high level of abstraction, the tool will have to be used with other libraries such as Keras, Lasagne, and Blocks. The tool supports platforms such as Linux, Mac OS X, and Windows.

3) Torch
The Torch is an easy to use open-source computing framework for ML algorithms. The tool offers an efficient GPU support, N-dimensional array, numeric optimization routines, linear algebra routines, and routines for indexing, slicing, and transposing. Based on a scripting language called Lua, the tool comes with an ample number of pre-trained models. This flexible and efficient ML research tool supports major platforms such as Linux, Android, Mac OS X, iOS, and Windows.

4) Caffe
Caffe is a popular deep learning tool designed for building apps. Created by Yangqing Jia for a project during his Ph.D. at UC Berkeley, the tool has a good Matlab/C++/ Python interface. The tool allows you to quickly apply neural networks to the problem using text, without writing code. Caffe partially supports multi-GPU training. The tool supports operating systems such as Ubuntu, Mac OS X, and Windows.

5) Microsoft CNTK
Microsoft cognitive toolkit is one of the fastest deep learning frameworks with C#/C++/Python interface support. The open-source framework comes with powerful C++ API and is faster and more accurate than TensorFlow. The tool also supports distributed learning with built-in data readers. It supports algorithms such as Feed Forward, CNN, RNN, LSTM, and Sequence-to-Sequence. The tool supports Windows and Linux.

6) Keras
Written in Python, Keras is an open-source library designed to make the creation of new DL models easy. This high-level neural network API can be run on top of deep learning frameworks like TensorFlow, Microsoft CNTK, etc. Known for its user-friendliness and modularity, the tool is ideal for fast prototyping. The tool is optimized for both CPU and GPU.

Machine learning challenge, ML challenge

7) SciKit-Learn
SciKit-Learn is an open-source Python library designed for machine learning. The tool based on libraries such as NumPy, SciPy, and matplotlib can be used for data mining and data analysis. SciKit-Learn is equipped with a variety of ML models including linear and logistic regressors, SVM classifiers, and random forests. The tool can be used for multiple ML tasks such as classification, regression, and clustering. The tool supports operating systems like Windows and Linux. On the downside, it is not very efficient with GPU.

8)Accord.NET
Written in C#, Accord.NET is an ML framework designed for building production-grade computer vision, computer audition, signal processing and statistics applications. It is a well-documented ML framework that makes audio and image processing easy. The tool can be used for numerical optimization, artificial neural networks, and visualization. It supports Windows.

9)Spark MLIib
Apache Spark’s MLIib is an ML library that can be used in Java, Scala, Python, and R. Designed for processing large-scale data, this powerful library comes with many algorithms and utilities such as classification, regression, and clustering. The tool interoperates with NumPy in Python and R libraries. It can be easily plugged into Hadoop workflows.

10) Azure ML Studio
Azure ML studio is a modern cloud platform for data scientists. It can be used to develop ML models in the cloud. With a wide range of modeling options and algorithms, Azure is ideal for building larger ML models. The service provides 10GB of storage space per account. It can be used with R and Python programs.

11) Amazon Machine Learning
Amazon Machine Learning (AML) is an ML service that provides tools and wizards for creating ML models. With visual aids and easy-to-use analytics, AML aims to make ML more accessible to developers. AML can be connected to data stored in Amazon S3, Redshift, or RDS.

Machine learning frameworks come with pre-built components that are easy to understand and code. A good ML framework thus reduces the complexity of defining ML models. With these open-source ML frameworks, you build your ML models easily and quickly.

Know an ML framework that should be on this list? Share them in comments below.
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AI In Recruitment: The Good, The Bad, The Ugly

Artificial Intelligence (AI) has permeated virtually every industry, transforming operations and interactions. The tech recruitment sector is no exception, and AI’s influence shapes the hiring processes in revolutionary ways. From leveraging AI-powered chatbots for preliminary candidate screenings to deploying machine learning algorithms for efficient resume parsing, AI leaves an indelible mark on tech hiring practices.

Yet, amidst these promising advancements, we must acknowledge the other side of the coin: AI’s potential malpractices, including the likelihood of cheating on assessments, issues around data privacy, and the risk of bias against minority groups.

The dark side of AI in tech recruitment

Negative impact of AI

The introduction of AI in recruitment, while presenting significant opportunities, also brings with it certain drawbacks and vulnerabilities. Sophisticated technologies could enable candidates to cheat on assessments, misrepresent abilities and potential hiring mistakes. This could lead to hiring candidates with falsifying skills or qualifications, which can cause a series of negative effects like:

  • Reduced work quality: The work output might be sub-par if a candidate doesn’t genuinely possess the abilities they claimed to have.
  • Team disruptions: Other team members may have to pick up the slack, leading to resentment and decreased morale.
  • Rehiring costs: You might have to let go of such hires, resulting in additional costs for replacement.

Data privacy is another critical concern

Your company could be left exposed to significant risks if your AI recruiting software is not robust enough to protect sensitive employee information. The implications for an organization with insufficient data security could be severe such as:

  • Reputational damage: Breaches of sensitive employee data can damage your company’s reputation, making it harder to attract clients and talented employees in the future.
  • Legal consequences: Depending on the jurisdiction, you could face legal penalties, including hefty fines, for failing to protect sensitive data adequately.
  • Loss of trust: A data breach could undermine employee trust in your organization, leading to decreased morale and productivity.
  • Financial costs: Besides potential legal penalties, companies could also face direct financial losses from a data breach, including the costs of investigation, recovery, and measures to prevent future breaches.
  • Operational disruption: Depending on the extent of the breach, normal business operations could be disrupted, causing additional financial losses and damage to the organization’s reputation.

Let’s talk about the potential for bias in AI recruiting software

Perhaps the most critical issue of all is the potential for unconscious bias. The potential for bias in AI recruiting software stems from the fact that these systems learn from the data they are trained on. If the training data contains biases – for example, if it reflects a history of preferentially hiring individuals of a certain age, gender, or ethnicity – the AI system can learn and replicate these biases.

Even with unbiased data, if the AI’s algorithms are not designed to account for bias, they can inadvertently create it. For instance, a hiring algorithm that prioritizes candidates with more years of experience may inadvertently discriminate against younger candidates or those who have taken career breaks, such as for child-rearing or health reasons.

This replication and possible amplification of human prejudices can result in discriminatory hiring practices. If your organization’s AI-enabled hiring system is found to be biased, you could face legal action, fines, and penalties. Diversity is proven to enhance creativity, problem-solving, and decision-making. In contrast, bias in hiring can lead to a homogenous workforce, so its absence would likely result in a less innovative and less competitive organization.

Also read: What We Learnt From Target’s Diversity And Inclusion Strategy

When used correctly, AI in recruitment can take your hiring to the next level

How to use AI during hiring freeze

How do you evaluate the appropriateness of using AI in hiring for your organization? Here are some strategies for navigating the AI revolution in HR. These steps include building support for AI adoption, identifying HR functions that can be integrated with AI, avoiding potential pitfalls of AI use in HR, collaborating with IT leaders, and so on.

Despite certain challenges, AI can significantly enhance tech recruitment processes when used effectively. AI-based recruitment tools can automate many manual recruiting tasks, such as resume screening and interview scheduling, freeing up time for recruiters to focus on more complex tasks. Furthermore, AI can improve the candidate’s experience by providing quick responses and personalized communications. The outcome is a more efficient, candidate-friendly process, which could lead to higher-quality hires.

Let’s look at several transformational possibilities chatbots can bring to human capital management for candidates and hiring teams. This includes automation and simplifying various tasks across domains such as recruiting, onboarding, core HR, absence management, benefits, performance management, and employee self-service resulting in the following:

For recruiters:

  • Improved efficiency and productivity: Chatbots can handle routine tasks like responding to common inquiries or arranging interviews. Thereby, providing you with more time to concentrate on tasks of strategic importance.
  • Enhanced candidate experience: With their ability to provide immediate responses, chatbots can make the application process more engaging and user-friendly.
  • Data and insights: Chatbots can collect and analyze data from your interactions with candidates. And provide valuable insights into candidate preferences and behavior.
  • Improved compliance: By consistently following predefined rules and guidelines, chatbots can help ensure that hiring processes are fair and compliant with relevant laws and regulations.
  • Cost saving: By automating routine tasks for recruiters, chatbots can help reduce the labor costs associated with hiring.

Also read: 5 Steps To Create A Remote-First Candidate Experience In Recruitment

How FaceCode Can Help Improve Your Candidate Experience | AI in recruitment

For candidates:

Additionally, candidates can leverage these AI-powered chatbots in a dialog flow manner to carry out various tasks. These tasks include the following:

  • Personalized greetings: By using a candidate’s name and other personal information, chatbots can create a friendly, personalized experience.
  • Job search: They can help candidates search for jobs based on specific criteria.
  • Create a candidate profile: These AI-powered chatbots can guide candidates through the process of creating a profile. Thus, making it easier for them to apply for jobs.
  • Upload resume: Chatbots can instruct candidates on uploading their resume, eliminating potential confusion.
  • Apply for a job: They can streamline the application process, making it easier and faster for candidates to apply for jobs.
  • Check application status: Chatbots can provide real-time updates on a candidate’s application status.
  • Schedule interviews: They can match candidate and interviewer availability to schedule interviews, simplifying the process.

For hiring managers:

These can also be utilized by your tech hiring teams for various purposes, such as:

  • Create requisition: Chatbots can guide hiring managers through the process of creating a job requisition.
  • Create offers: They can assist in generating job offers, ensuring all necessary information is included.
  • Access requisition and offers: Using chatbots can provide hiring managers with easy access to job requisitions and offers.
  • Check on onboarding tasks: Chatbots can help track onboarding tasks, ensuring nothing is missed.

Other AI recruiting technologies can also enhance the hiring process for candidates and hiring teams in the following ways:

For candidates:

  1. Tailor-made resumes and cover letters using generative AI: Generative AI can help candidates create custom resumes and cover letters, increasing their chances of standing out.
  2. Simplifying the application process: AI-powered recruiting tools can simplify the application process, allowing candidates to apply for jobs with just a few clicks.
  3. Provide similar job recommendations: AI can analyze candidates’ skills, experiences, and preferences to recommend similar jobs they might be interested in.

For recruiters:

  • Find the best candidate: AI algorithms can analyze large amounts of data to help you identify the candidates most likely to succeed in a given role.
  • Extract key skills from candidate job applications: Save a significant amount of time and effort by using AI-based recruiting software to quickly analyze job applications to identify key skills, thereby, speeding up the screening process.
  • Take feedback from rejected candidates & share similar job recommendations: AI can collect feedback from rejected candidates for you to improve future hiring processes and recommend other suitable roles to the candidate.

These enhancements not only streamline the hiring process but also improve the quality of hires, reduce hiring biases, and improve the experience for everyone involved. The use of AI in hiring can indeed take it to the next level.

Where is AI in recruitment headed?

AI can dramatically reshape the recruitment landscape with the following key advancements:

1. Blockchain-based background verification:

Blockchain technology, renowned for its secure, transparent, and immutable nature, can revolutionize background checks. This process which can take anywhere from between a day to several weeks today for a single recruiter to do can be completed within a few clicks resulting in:

  • Streamlined screening process: Blockchain can store, manage, and share candidates’ credentials and work histories. Thereby speeding up the verification and screening process. This approach eliminates the need for manual background checks. And leads to freeing up a good amount of time for you to focus on more important tasks.
  • Enhanced trust and transparency: With blockchain, candidates, and employers can trust the validity of the information shared due to the nature of the technology. The cryptographic protection of blockchain ensures the data is tamper-proof, and decentralization provides transparency.
  • Improved data accuracy and reliability: Since the blockchain ledger is immutable, it enhances the accuracy and reliability of the data stored. This can minimize the risks associated with false information on candidates’ resumes.
  • Faster onboarding: A swift and reliable verification process means candidates can be onboarded more quickly. Thereby, improving the candidate experience and reducing the time-to-hire.
  • Expanded talent pool: With blockchain, it’s easier and quicker to verify the credentials of candidates globally, thereby widening the potential talent pool.

2. Immersive experiences using virtual reality (VR):

VR can provide immersive experiences that enhance various aspects of the tech recruitment process:

  • Interactive job previews: VR can allow potential candidates to virtually “experience” a day i.e., life at your company. This provides a more accurate and engaging job preview than traditional job descriptions.
  • Virtual interviews and assessments: You can use VR to conduct virtual interviews or assessments. You can also evaluate candidates in a more interactive and immersive setting. This can be particularly useful for roles that require specific spatial or technical skills.
  • Virtual onboarding programs: New hires can take a virtual tour of the office, meet their colleagues, and get acquainted with their tasks, all before their first day. This can significantly enhance the onboarding experience and help new hires feel more prepared.
  • Immersive learning experiences: VR can provide realistic, immersive learning experiences for job-specific training or to enhance soft skills. These could be used during the recruitment process or for ongoing employee development.

Also read: 6 Strategies To Enhance Candidate Engagement In Tech Hiring (+ 3 Unique Examples)

AI + Recruiters: It’s all about the balance!

To summarize, AI in recruitment is a double-edged sword, carrying both promise and potential problems. The key lies in how recruiters use this technology, leveraging its benefits while vigilantly managing its risks. AI isn’t likely to replace recruiters or HR teams in the near future. Instead, you should leverage this tool to positively impact the entire hiring lifecycle.

With the right balance and careful management, AI can streamline hiring processes. It can create better candidate experiences, and ultimately lead to better recruitment decisions. Recruiters should continually experiment with and explore generative AI. To devise creative solutions, resulting in more successful hiring and the perfect fit for every open role.

Looking For A Mettl Alternative? Let’s Talk About HackerEarth

“Every hire is an investment for a company. A good hire will give you a higher ROI; if it is a bad hire, it will cost you a lot of time and money.”

Especially in tech hiring!

An effective tech recruitment process helps you attract the best talents, reduce hiring costs, and enhance company culture and reputation.

Businesses increasingly depend on technical knowledge to compete in today’s fast-paced, technologically driven world. Online platforms that provide technical recruiting solutions have popped up to assist companies in finding and employing top talent in response to this demand.

The two most well-known platforms in this field are HackerEarth and Mettl. To help businesses make wise choices for their technical employment requirements, we will compare these two platforms’ features, benefits, and limitations in this article.

This comparison of Mettl alternative, HackerEarth and Mettl itself, will offer helpful information to help you make the best decision, whether you’re a small company trying to expand your tech staff or a massive organization needing a simplified recruiting process.

HackerEarth

HackerEarth is based in San Francisco, USA, and offers enterprise software to aid companies with technical recruitment. Its services include remote video interviewing and technical skill assessments that are commonly used by organizations.

HackerEarth also provides a platform for developers to participate in coding challenges and hackathons. In addition, it provides tools for technical hiring such as coding tests, online interviews, and applicant management features. The hiring solutions provided by HackerEarth aid companies assess potential employees’ technical aptitude and select the best applicants for their specialized positions.

Mettl

Mettl, on the other hand, offers a range of assessment solutions for various industries, including IT, banking, healthcare, and retail. It provides online tests for coding, linguistic ability, and cognitive skills. The tests offered by Mettl assist employers find the best applicants for open positions and make data-driven recruiting choices. Additionally, Mettl provides solutions for personnel management and staff training and development.

Why should you go for HackerEarth over Mercer Mettl?

Here's why HackerEarth is a great Mettl Alternative!

Because HackerEarth makes technical recruiting easy and fast, you must consider HackerEarth for technical competence evaluations and remote video interviews. It goes above and beyond to provide you with a full range of functions and guarantee the effectiveness of the questions in the database. Moreover, it is user-friendly and offers fantastic testing opportunities.

The coding assessments by HackerEarth guarantee the lowest time consumption and maximum efficiency. It provides a question bank of more than 17,000 coding-related questions and automated test development so that you can choose test questions as per the job role.

As a tech recruiter, you may need a clear understanding of a candidate’s skills. With HackerEarth’s code replay capability and insight-rich reporting on a developer’s performance, you can hire the right resource for your company.

Additionally, HackerEarth provides a more in-depth examination of your recruiting process so you can continuously enhance your coding exams and develop a hiring procedure that leads the industry.

HackerEarth and Mercer Mettl are the two well-known online tech assessment platforms that provide tools for managing and performing online examinations. We will examine the major areas where HackerEarth outperforms Mettl, thereby proving to be a great alternative to Mettl, in this comparison.

Also read: What Makes HackerEarth The Tech Behind Great Tech Teams

HackerEarth Vs Mettl

Features and functionality

HackerEarth believes in upgrading itself and providing the most effortless navigation and solutions to recruiters and candidates.

HackerEarth provides various tools and capabilities to create and administer online tests, such as programming tests, multiple-choice questions, coding challenges, and more. The software also has remote proctoring, automatic evaluation, and plagiarism detection tools (like detecting the use of ChatGPT in coding assessments). On the other side, Mettl offers comparable functionality but has restricted capabilities for coding challenges and evaluations.

Test creation and administration

HackerEarth: It has a user-friendly interface that is simple to use and navigate. It makes it easy for recruiters to handle evaluations without zero technical know-how. The HackerEarth coding platform is also quite flexible and offers a variety of pre-built exams, including coding tests, aptitude tests, and domain-specific examinations. It has a rich library of 17,000+ questions across 900+ skills, which is fully accessible by the hiring team. Additionally, it allows you to create custom questions yourself or use the available question libraries.

Also read: How To Create An Automated Assessment With HackerEarth

Mettl: It can be challenging for a hiring manager to use Mettl efficiently since Mettl provides limited assessment and question libraries. Also, their team creates the test for them rather than giving access to hiring managers. This results in a higher turnaround time and reduces test customization possibilities since the request has to go back to the team, they have to make the changes, and so forth.

Reporting and analytics

HackerEarth: You may assess applicant performance and pinpoint areas for improvement with the help of HackerEarth’s full reporting and analytics tools. Its personalized dashboards, visualizations, and data exports simplify evaluating assessment results and real-time insights.

Most importantly, HackerEarth includes code quality scores in candidate performance reports, which lets you get a deeper insight into a candidate’s capabilities and make the correct hiring decision. Additionally, HackerEarth provides a health score index for each question in the library to help you add more accuracy to your assessments. The health score is based on parameters like degree of difficulty, choice of the programming language used, number of attempts over the past year, and so on.

Mettl: Mettl online assessment tool provides reporting and analytics. However, there may be only a few customization choices available. Also, Mettle does not provide code quality assurance which means hiring managers have to check the whole code manually. There is no option to leverage question-based analytics and Mettl does not include a health score index for its question library.

Adopting this platform may be challenging if you want highly customized reporting and analytics solutions.

Also read: HackerEarth Assessments + The Smart Browser: Formula For Bulletproof Tech Hiring

Security and data privacy

HackerEarth: The security and privacy of user data are top priorities at HackerEarth. The platform protects data in transit and at rest using industry-standard encryption. Additionally, all user data is kept in secure, constantly monitored data centers with stringent access controls.

Along with these security measures, HackerEarth also provides IP limitations, role-based access controls, and multi-factor authentication. These features ensure that all activity is recorded and audited and that only authorized users can access sensitive data.

HackerEarth complies with several data privacy laws, such as GDPR and CCPA. The protection of candidate data is ensured by this compliance, which also enables businesses to fulfill their legal and regulatory responsibilities.

Mettl: The security and data privacy features of Mettl might not be as strong as those of HackerEarth. The platform does not provide the same selection of security measures, such as IP limitations or multi-factor authentication. Although the business asserts that it complies with GDPR and other laws, it cannot offer the same amount of accountability and transparency as other platforms.

Even though both HackerEarth and Mettl include security and data privacy measures, the Mettle alternative, HackerEarth’s platform is made to be more thorough, open, and legal. By doing this, businesses can better guarantee candidate data’s security and ability to fulfill legal and regulatory requirements.

Pricing and support

HackerEarth: To meet the demands of businesses of all sizes, HackerEarth offers a variety of customizable pricing options. The platform provides yearly and multi-year contracts in addition to a pay-as-you-go basis. You can select the price plan that best suits their demands regarding employment and budget.

HackerEarth offers chat customer support around the clock. The platform also provides a thorough knowledge base and documentation to assist users in getting started and troubleshooting problems.

Mettl: The lack of price information on Mettl’s website might make it challenging for businesses to decide whether the platform fits their budget. The organization also does not have a pay-as-you-go option, which might be problematic.

Mettl offers phone and emails customer assistance. However, the business website lacks information on support availability or response times. This lack of transparency may be an issue if you need prompt and efficient help.

User experience

HackerEarth: The interface on HackerEarth is designed to be simple for both recruiters and job seekers. As a result of the platform’s numerous adjustable choices for test creation and administration, you may design exams specifically suited to a job role. Additionally, the platform provides a selection of question types and test templates, making it simple to build and take exams effectively.

In terms of the candidate experience, HackerEarth provides a user-friendly interface that makes navigating the testing procedure straightforward and intuitive for applicants. As a result of the platform’s real-time feedback and scoring, applicants may feel more motivated and engaged during the testing process. The platform also provides several customization choices, like branding and message, which may assist recruiters in giving prospects a more exciting and tailored experience.

Mettl: The platform is intended to have a steeper learning curve than others and be more technical. It makes it challenging to rapidly and effectively construct exams and can be difficult for applicants unfamiliar with the platform due to its complex interface.

Additionally, Mettl does not provide real-time feedback or scoring, which might deter applicants from participating and being motivated by the testing process.

Also read: 6 Strategies To Enhance Candidate Engagement In Tech Hiring (+ 3 Unique Examples)

User reviews and feedback

According to G2, HackerEarth and Mettl have 4.4 reviews out of 5. Users have also applauded HackerEarth’s customer service. Many agree that the staff members are friendly and quick to respond to any problems or queries. Overall, customer evaluations and feedback for HackerEarth point to the platform as simple to use. Both recruiters and applicants find it efficient.

Mettl has received mixed reviews from users, with some praising the platform for its features and functionality and others expressing frustration with its complex and technical interface.

Free ebook to help you choose between Mettl and Mettle alternative, HackerEarth

May the best “brand” win!

Recruiting and selecting the ideal candidate demands a significant investment of time, attention, and effort.

This is where tech recruiting platforms like HackerEarth and Mettl have got you covered. They help streamline the whole process.Both HackerEarth and Mettl provide a wide variety of advanced features and capabilities for tech hiring.

We think HackerEarth is the superior choice. Especially, when contrasting the two platforms in terms of their salient characteristics and functioning. But, we may be biased!

So don’t take our word for it. Sign up for a free trial and check out HackerEarth’s offerings for yourself!

HackerEarth Assessments + The Smart Browser: Formula For Bulletproof Tech Hiring

Let’s face it—cheating on tests is quite common. While technology has made a lot of things easier in tech recruiting, it has also left the field wide open to malpractice. A 2020 report by ICAI shows that 32% of undergraduate students have cheated in some form on an online test.

It’s human nature to want to bend the rules a little bit. Which begs the question, how do you stay on top of cheating, plagiarism, and other forms of malpractice during the assessment process?

How do you ensure that take-home assessments and remote interviews stay authentic and credible? By relying on enhanced virtual supervision, of course!

HackerEarth Assessments has always been one step ahead when it comes to remote proctoring which is able to capture the nuances of candidate plagiarism. The recent advancements in technology (think generative AI) needed more robust proctoring features, so we went ahead and built The HackerEarth Smart Browser to ensure our assessments remain as foolproof as ever.

Presenting to you, the latest HackerEarth proctoring fix - The Smart Browser

Our Smart Browser is the chocolatey version of a plain donut when compared to a regular web browser. It is extra effective and comes packed with additional remote proctoring capabilities to increase the quality of your screening assessments.

The chances of a candidate cheating on a HackerEarth technical assessment are virtually zero with the latest features! Spilling all our secrets to show you why -

1. Sealed-off testing environment makes proctoring simpler

Sealed-off testing environment makes proctoring simpler

To get started with using the Smart Browser, enable the Smart Browser setting as shown above. This setting is available under the test proctoring section on the test overview page.

As you can see, several other proctoring settings such as disabling copy-paste, restricting candidates to full-screen mode, and logout on leaving the test interface are selected automatically.Now, every candidate you invite to take the assessment will only be able to do so through the Smart Browser. Candidates are prompted to download the Smart Browser from the link shared in the test invite mail.When the candidate needs to click on the ‘start test’ button on the launch test screen, it opens in the Smart Browser. The browser also prompts the candidate to switch to full-screen mode. Now, all candidates need to do is sign in and attempt the test, as usual.
Also read: 6 Ways Candidates Try To Outsmart A Remote Proctored Assessment

2. Eagle-eyed online test monitoring leaves no room for error

Eagle-eyed online test monitoring with the smart browser leaves no room for errorOur AI-enabled Smart Browser takes frequent snapshots via the webcam, throughout the assessment. Consequently, it is impossible to copy-paste code or impersonate a candidate.The browser prevents the following candidate actions and facilitates thorough monitoring of the assessment:
  • Screensharing the test window
  • Keeping other applications open during the test
  • Resizing the test window
  • Taking screenshots of the test window
  • Recording the test window
  • Using malicious keystrokes
  • Viewing OS notifications
  • Running the test window within a virtual machine
  • Operating browser developer tools
Any candidate actions attempting to switch tabs with the intent to copy-paste or use a generative AI like ChatGPT are shown a warning and captured in the candidate report.HackerEarth’s latest proctoring fixes bulletproof our assessment platform, making it one of the most reliable and accurate sources of candidate hiring in the market today.
Also read: 4 Ways HackerEarth Flags The Use Of ChatGPT In Tech Hiring Assessments

Experience reliable assessments with the Smart Browser!

There you have it - our newest offering that preserves the integrity of coding assessments and enables skill-first hiring, all in one go. Recruiters and hiring managers, this is one feature that you can easily rely on and can be sure that every candidate’s test score is a result of their ability alone.Curious to try out the Smart Browser? Well, don’t take our word for it. Head over here to check it out for yourself!

We also love hearing from our customers so don’t hesitate to leave us any feedback you might have.

Until then, happy hiring!
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What is Headhunting In Recruitment?: Types & How Does It Work?

In today’s fast-paced world, recruiting talent has become increasingly complicated. Technological advancements, high workforce expectations and a highly competitive market have pushed recruitment agencies to adopt innovative strategies for recruiting various types of talent. This article aims to explore one such recruitment strategy – headhunting.

What is Headhunting in recruitment?

In headhunting, companies or recruitment agencies identify, engage and hire highly skilled professionals to fill top positions in the respective companies. It is different from the traditional process in which candidates looking for job opportunities approach companies or recruitment agencies. In headhunting, executive headhunters, as recruiters are referred to, approach prospective candidates with the hiring company’s requirements and wait for them to respond. Executive headhunters generally look for passive candidates, those who work at crucial positions and are not on the lookout for new work opportunities. Besides, executive headhunters focus on filling critical, senior-level positions indispensable to companies. Depending on the nature of the operation, headhunting has three types. They are described later in this article. Before we move on to understand the types of headhunting, here is how the traditional recruitment process and headhunting are different.

How do headhunting and traditional recruitment differ from each other?

Headhunting is a type of recruitment process in which top-level managers and executives in similar positions are hired. Since these professionals are not on the lookout for jobs, headhunters have to thoroughly understand the hiring companies’ requirements and study the work profiles of potential candidates before creating a list.

In the traditional approach, there is a long list of candidates applying for jobs online and offline. Candidates approach recruiters for jobs. Apart from this primary difference, there are other factors that define the difference between these two schools of recruitment.

AspectHeadhuntingTraditional RecruitmentCandidate TypePrimarily passive candidateActive job seekersApproachFocused on specific high-level rolesBroader; includes various levelsScopeproactive outreachReactive: candidates applyCostGenerally more expensive due to expertise requiredTypically lower costsControlManaged by headhuntersManaged internally by HR teams

All the above parameters will help you to understand how headhunting differs from traditional recruitment methods, better.

Types of headhunting in recruitment

Direct headhunting: In direct recruitment, hiring teams reach out to potential candidates through personal communication. Companies conduct direct headhunting in-house, without outsourcing the process to hiring recruitment agencies. Very few businesses conduct this type of recruitment for top jobs as it involves extensive screening across networks outside the company’s expanse.

Indirect headhunting: This method involves recruiters getting in touch with their prospective candidates through indirect modes of communication such as email and phone calls. Indirect headhunting is less intrusive and allows candidates to respond at their convenience.Third-party recruitment: Companies approach external recruitment agencies or executive headhunters to recruit highly skilled professionals for top positions. This method often leverages the company’s extensive contact network and expertise in niche industries.

How does headhunting work?

Finding highly skilled professionals to fill critical positions can be tricky if there is no system for it. Expert executive headhunters employ recruitment software to conduct headhunting efficiently as it facilitates a seamless recruitment process for executive headhunters. Most software is AI-powered and expedites processes like candidate sourcing, interactions with prospective professionals and upkeep of communication history. This makes the process of executive search in recruitment a little bit easier. Apart from using software to recruit executives, here are the various stages of finding high-calibre executives through headhunting.

Identifying the role

Once there is a vacancy for a top job, one of the top executives like a CEO, director or the head of the company, reach out to the concerned personnel with their requirements. Depending on how large a company is, they may choose to headhunt with the help of an external recruiting agency or conduct it in-house. Generally, the task is assigned to external recruitment agencies specializing in headhunting. Executive headhunters possess a database of highly qualified professionals who work in crucial positions in some of the best companies. This makes them the top choice of conglomerates looking to hire some of the best talents in the industry.

Defining the job

Once an executive headhunter or a recruiting agency is finalized, companies conduct meetings to discuss the nature of the role, how the company works, the management hierarchy among other important aspects of the job. Headhunters are expected to understand these points thoroughly and establish a clear understanding of their expectations and goals.

Candidate identification and sourcing

Headhunters analyse and understand the requirements of their clients and begin creating a pool of suitable candidates from their database. The professionals are shortlisted after conducting extensive research of job profiles, number of years of industry experience, professional networks and online platforms.

Approaching candidates

Once the potential candidates have been identified and shortlisted, headhunters move on to get in touch with them discreetly through various communication channels. As such candidates are already working at top level positions at other companies, executive headhunters have to be low-key while doing so.

Assessment and Evaluation

In this next step, extensive screening and evaluation of candidates is conducted to determine their suitability for the advertised position.

Interviews and negotiations

Compensation is a major topic of discussion among recruiters and prospective candidates. A lot of deliberation and negotiation goes on between the hiring organization and the selected executives which is facilitated by the headhunters.

Finalizing the hire

Things come to a close once the suitable candidates accept the job offer. On accepting the offer letter, headhunters help finalize the hiring process to ensure a smooth transition.

The steps listed above form the blueprint for a typical headhunting process. Headhunting has been crucial in helping companies hire the right people for crucial positions that come with great responsibility. However, all systems have a set of challenges no matter how perfect their working algorithm is. Here are a few challenges that talent acquisition agencies face while headhunting.

Common challenges in headhunting

Despite its advantages, headhunting also presents certain challenges:

Cost Implications: Engaging headhunters can be more expensive than traditional recruitment methods due to their specialized skills and services.

Time-Consuming Process: While headhunting can be efficient, finding the right candidate for senior positions may still take time due to thorough evaluation processes.

Market Competition: The competition for top talent is fierce; organizations must present compelling offers to attract passive candidates away from their current roles.

Although the above mentioned factors can pose challenges in the headhunting process, there are more upsides than there are downsides to it. Here is how headhunting has helped revolutionize the recruitment of high-profile candidates.

Advantages of Headhunting

Headhunting offers several advantages over traditional recruitment methods:

Access to Passive Candidates: By targeting individuals who are not actively seeking new employment, organisations can access a broader pool of highly skilled professionals.

Confidentiality: The discreet nature of headhunting protects both candidates’ current employment situations and the hiring organisation’s strategic interests.

Customized Search: Headhunters tailor their search based on the specific needs of the organization, ensuring a better fit between candidates and company culture.

Industry Expertise: Many headhunters specialise in particular sectors, providing valuable insights into market dynamics and candidate qualifications.

Conclusion

Although headhunting can be costly and time-consuming, it is one of the most effective ways of finding good candidates for top jobs. Executive headhunters face several challenges maintaining the g discreetness while getting in touch with prospective clients. As organizations navigate increasingly competitive markets, understanding the nuances of headhunting becomes vital for effective recruitment strategies. To keep up with the technological advancements, it is better to optimise your hiring process by employing online recruitment software like HackerEarth, which enables companies to conduct multiple interviews and evaluation tests online, thus improving candidate experience. By collaborating with skilled headhunters who possess industry expertise and insights into market trends, companies can enhance their chances of securing high-caliber professionals who drive success in their respective fields.

A Comprehensive Guide to External Sources of Recruitment

The job industry is not the same as it was 30 years ago. Progresses in AI and automation have created a new work culture that demands highly skilled professionals who drive innovation and work efficiently. This has led to an increase in the number of companies reaching out to external sources of recruitment for hiring talent. Over the years, we have seen several job aggregators optimise their algorithms to suit the rising demand for talent in the market and new players entering the talent acquisition industry. This article will tell you all about how external sources of recruitment help companies scout some of the best candidates in the industry, the importance of external recruitment in organizations across the globe and how it can be leveraged to find talent effectively.

Understanding external sources of recruitment

External sources refer to recruitment agencies, online job portals, job fairs, professional associations and any other organizations that facilitate seamless recruitment. When companies employ external recruitment sources, they access a wider pool of talent which helps them find the right candidates much faster than hiring people in-house. They save both time and effort in the recruitment process.

Online job portals

Online resume aggregators like LinkedIn, Naukri, Indeed, Shine, etc. contain a large database of prospective candidates. With the advent of AI, online external sources of recruitment have optimised their algorithms to show the right jobs to the right candidates. Once companies figure out how to utilise job portals for recruitment, they can expedite their hiring process efficiently.

Social Media

Ours is a generation that thrives on social media. To boost my IG presence, I have explored various strategies, from getting paid Instagram users to optimizing post timing and engaging with my audience consistently. Platforms like FB an IG have been optimized to serve job seekers and recruiters alike. The algorithms of social media platforms like Facebook and Instagram have been optimised to serve job seekers and recruiters alike. Leveraging them to post well-placed ads for job listings is another way to implement external sources of recruitment strategies.

Employee Referrals

Referrals are another great external source of recruitment for hiring teams. Encouraging employees to refer their friends and acquaintances for vacancies enables companies to access highly skilled candidates faster.

Campus Recruitment

Hiring freshers from campus allows companies to train and harness new talent. Campus recruitment drives are a great external recruitment resource where hiring managers can expedite the hiring process by conducting screening processes in short periods.

Recruitment Agencies

Companies who are looking to fill specific positions with highly skilled and experienced candidates approach external recruitment agencies or executive headhunters to do so. These agencies are well-equipped to look for suitable candidates and they also undertake the task of identifying, screening and recruiting such people.

Job Fairs

This is a win-win situation for job seekers and hiring teams. Job fairs allow potential candidates to understand how specific companies work while allowing hiring managers to scout for potential candidates and proceed with the hiring process if possible.

Importance of External Recruitment

The role of recruitment agencies in talent acquisition is of paramount importance. They possess the necessary resources to help companies find the right candidates and facilitate a seamless hiring process through their internal system. Here is how external sources of recruitment benefit companies.

Diversity of Skill Sets

External recruitment resources are a great way for companies to hire candidates with diverse professional backgrounds. They possess industry-relevant skills which can be put to good use in this highly competitive market.

Fresh Perspectives

Candidates hired through external recruitment resources come from varied backgrounds. This helps them drive innovation and run things a little differently, thus bringing in a fresh approach to any project they undertake.

Access to Specialized Talent

Companies cannot hire anyone to fill critical roles that require highly qualified executives. This task is assigned to executive headhunters who specialize in identifying and screening high-calibre candidates with the right amount of industry experience. Huge conglomerates and companies seek special talent through external recruiters who have carved a niche for themselves.

Now that you have learnt the different ways in which leveraging external sources of recruitment benefits companies, let’s take a look at some of the best practices of external recruitment to understand how to effectively use their resources.

Best Practices for Effective External Recruitment

Identifying, reaching out to and screening the right candidates requires a robust working system. Every system works efficiently if a few best practices are implemented. For example, hiring through social media platforms requires companies to provide details about their working environment, how the job is relevant to their audience and well-positioned advertisements. The same applies to the other external sources of recruitment. Here is how you can optimise the system to ensure an effective recruitment process.

Craft Clear and Compelling Job Descriptions

Detail Responsibilities: Clearly outline the key responsibilities and expectations for the role.

Highlight Company Culture: Include information about the company’s mission, values, and growth opportunities to attract candidates who align with your organizational culture.

Leverage Multiple Recruitment Channels

Diversify Sources: Use a mix of job boards, social media platforms, recruitment agencies, and networking events to maximize reach. Relying on a single source can limit your candidate pool.

Utilize Industry-Specific Platforms: In addition to general job boards, consider niche job sites that cater to specific industries or skill sets

Streamline the Application Process

Simplify Applications: Ensure that the application process is user-friendly. Lengthy or complicated forms can deter potential candidates from applying.

Mobile Optimization: Many candidates use mobile devices to apply for jobs, so ensure your application process is mobile-friendly.

Engage in Proactive Sourcing

Reach Out to Passive Candidates: Actively seek out candidates who may not be actively looking for a job but could be a great fit for your organization. Use LinkedIn and other professional networks for this purpose.

Maintain a Talent Pool: Keep a database of previous applicants and strong candidates for future openings, allowing you to reach out when new roles become available.

Utilize Social Media Effectively

Promote Job Openings: Use social media platforms like LinkedIn, Facebook, and Twitter to share job postings and engage with potential candidates. This approach can also enhance your employer brand

Conduct Background Checks: There are several ways of learning about potential candidates. Checking out candidate profiles on job boards like LinkedIn or social media platforms can give companies a better understanding of their potential candidates, thus confirming whether they are the right fit for the organization.

Implement Data-Driven Recruitment

Analyze Recruitment Metrics: Track key metrics such as time-to-hire, cost-per-hire, and source effectiveness. This data can help refine your recruitment strategies over time. Using external hiring software like HackeEarth can streamline the recruitment process, thus ensuring quality hires without having to indulge internal resources for the same.

Use Predictive Analytics: In this age of fast paced internet, everybody makes data-driven decisions. Using predictive analytics to study employee data will help companies predict future trends, thus facilitating a productive hiring process.

Conclusion

External sources of recruitment play a very important role in an organization’s talent acquisition strategy. By employing various channels of recruitment such as social media, employee referrals and campus recruitment drives, companies can effectively carry out their hiring processes. AI-based recruitment management systems also help in the process. Implementing best practices in external recruitment will enable organizations to enhance their hiring processes effectively while meeting their strategic goals.

Progressive Pre-Employment Assessment - A Complete Guide

The Progressive Pre-Employment Assessment is a crucial step in the hiring process, as it evaluates candidates through various dimensions including cognitive abilities, personality traits, and role-specific skills.

While employers and recruiters have this in the palm of their hand, candidates who master it will successfully navigate the assessment and have a higher chance of landing that dream job. But what does it entail in the first place?

Candidates can expect to undergo tests that assess verbal, numerical, and work style capabilities, as well as a personality assessment. Hence, understanding the structure and purpose of the Progressive Pre-Employment Assessment can give candidates a competitive edge. But before one tackles online tests, we must first dissect what this assessment is and what it consists of.

The evolution of pre-employment assessments

Pre-employment assessments have undergone significant changes over the decades, from rudimentary tests to sophisticated, modern evaluations. Let’s put the two side by side.

  • Traditional methods:

    Initially, pre-employment assessments focused on basic skills and educational qualifications. These paper-based tests primarily assessed cognitive and verbal abilities, without any conclusions about the candidates’ output in very specific situations.

  • Modern techniques:

    Today, online assessments are prevalent, evaluating a variety of dimensions, including cognitive skills, personality traits, and behavioral evaluations. These tools offer a more comprehensive view of a candidate's job performance potential, while, at the same time, saving precious time for both parties involved.

In today’s competitive job market, progressive pre-employment assessments play a crucial as they not only measure technical skills and knowledge but also provide insights into a candidate's ethical bias, cultural fit, and communication skills.

Likewise, assessment tests have evolved to include situational judgment tests and culture fit analyses, which are pivotal in assessing the suitability of a candidate for specific roles. And this isn’t just in terms of skillsets—they help in identifying candidates who align well with the company's values and working environment.

This is mainly for the tests’ ability to accurately gauge a candidate's interpersonal skills and emotional intelligence, which are essential for roles that require teamwork and client interactions.

What are progressive pre-employment assessments?

Progressive pre-employment assessments are structured evaluations designed to judge a candidate’s abilities and fit for a role at Progressive Insurance. Unlike traditional aptitude tests, these assessments encompass various elements such as cognitive abilities, situational judgments, and personality traits.

These tests typically include verbal and numerical reasoning sections, as well as work style assessments that gauge behavioral tendencies. Through this merger of multiple dimensions, Progressive seeks to understand not just the skills and knowledge of the candidate, but also their ethical perspectives and communication skills.

Components of a progressive assessment strategy

What sets progressive assessments apart? Well, as most employers just focus on the basic credentials and competencies, the comprehensive assessment strategy at Progressive includes several key components:

  1. Cognitive evaluations: These tests measure candidates' logical reasoning and problem-solving capabilities through verbal, numerical, and abstract reasoning questions.
  2. Personality assessments: These tests evaluate traits and tendencies to understand how a candidate might behave in various workplace scenarios. They aim to provide insight into their ethical bias and interpersonal skills.
  3. Behavioral evaluations: These sections analyze how candidates might act in specific situations, ensuring a good cultural fit and alignment with Progressive's values.
  4. Role-specific skills tests: These assessments focus on the specialized skills required for the position, ensuring the candidate has the necessary technical knowledge and expertise.

Implementing progressive assessments

Successful implementation of Progressive Assessments in the hiring process requires designing an effective assessment process and following best practices for administration. This ensures accuracy, better data security, and reliable decision-making. In particular, the implementation hinges on the feasibility of the original design.

Step 1 --- Designing the assessment process

Designing an effective Progressive Assessment involves understanding the specific needs of the role and the company's approach to hiring. Each test component — verbal, numerical, and work style — must align with the desired skills and personality traits for the role.

HR teams need to define clear objectives for each assessment section. This includes establishing what each part aims to evaluate, like the problem-solving or personality assessments. Incorporating legal and policy guidelines ensures the assessments are fair and non-discriminatory, which is crucial for avoiding legal issues.

Likewise, everaging online assessment tests provides flexibility and efficiency. These tests allow candidates to complete them remotely, easing logistics and scheduling concerns. Ensuring security is also essential, and implementing testing and other recruitment tools can help enhance data security and accuracy.

Step 2 --- Best practices for assessment administration

Administering assessments effectively revolves around consistency and fairness. Establish structured guidelines for the administration process to ensure each candidate undergoes the same conditions, promoting reliability. This includes standardizing the timing, environment, and instructions for all assessments.

Training HR representatives is vital. They should be well-versed in handling the assessments, from initial candidate interactions to evaluating the results. Regular training updates ensure the team remains knowledgeable about best practices and any new tools used in the assessment process.

Administering assessments also involves maintaining better data security and accuracy. This is achieved by utilizing secure online platforms and ensuring that only authorized personnel have access to sensitive data. Leveraging top API penetration testing tools is one approach to securing candidate data and preserving the integrity of the assessment process.

Implementing consistent feedback mechanisms for candidates can also improve the process. Providing insights on their performance helps candidates understand their strengths and areas for growth, which reflects positively on the company’s commitment to candidate experience.

Benefits of progressive assessments

Progressive assessments offer significant advantages in the hiring process, such as improving the accuracy of hiring decisions and enhancing the overall candidate experience. These benefits help companies find better-fitting candidates and reduce turnover rates.

1. Improved hiring accuracy

Progressive pre-employment assessments allow companies to evaluate candidates more comprehensively. By assessing personality traits, cognitive abilities, and ethical biases, employers can identify individuals who align with the company’s values and have the necessary skills for the job.

For example, personality assessments can pinpoint traits like empathy, communication, and problem-solving abilities. This helps employers select candidates who are not only qualified but also fit well within the team. Evaluating these qualities ensures that new hires can thrive in customer service roles where empathy and effective communication are crucial.

Moreover, using tools like the DDI Adaptive Reasoning Test helps to simulate real job tasks. This gives employers deeper insights into a candidate's capability to handle job-specific challenges. As a result, the company is more likely to experience lower turnover rates due to better candidate-job fit.

2. Enhanced candidate experience

A well-structured assessment process can significantly enhance the candidate experience. Clear instructions,fair testing procedures, and timely feedback create a positive impression of the company. Candidates appreciate transparency and feel valued when the process is designed with their experience in mind.

Implementing assessments that reflect actual job roles and responsibilities gives candidates a realistic preview of the job. This reduces later dissatisfaction and turnover. Additionally, personality assessments that highlight traits such as confidence and empathy provide a more engaging candidate experience.

Companies can also strengthen their employer brand by showcasing their commitment to a fair and comprehensive hiring process. Providing resources like practice tests helps candidates feel better prepared and less anxious about the assessment, leading to a more positive perception of the company.

Common pitfalls in progressive assessments

Candidates often struggle with the cognitive abilities section, which requires strong analytical skills and problem-solving capabilities. The situational judgment tests can also be tricky as they assess empathy, decision-making, and customer service scenarios. Personality assessments can pose challenges as well, especially for those unsure how to present their personality traits aligned with the job role.

A significant issue is also misinterpretation of the test's format and expectations. Many find it daunting to navigate through various sections, such as verbal, numerical, and work style assessments. Lastly, some candidates might overlook the legal nuances of personality assessments or document redaction protocols, leading to compliance issues.

Strategies to overcome challenges

To tackle cognitive abilities assessments, candidates should engage in consistent practice with sample questions and mock tests. This helps enhance their analytical and problem-solving skills. For situational judgment tests, it is essential to practice empathy and customer service scenarios to develop a better understanding of role-specific challenges.

In personality assessments, being honest while demonstrating relevant personality traits like being a team player is crucial. Seeking guidance from study materials such as Job Test Prep can provide a realistic testing environment.

Understanding legal considerations, such as those around document redaction, is important for compliance. Utilizing a document redaction SDK can ensure adherence to required policies. Familiarity with each section's format will aid in navigating the assessments confidently and effectively.

Trends and innovations in employee assessments

There is a growing emphasis on AI-powered assessments —these tools analyze vast amounts of data to predict a candidate's job performance, ensuring a more objective and efficient selection process.



Personality assessments are evolving to include metrics like empathy and communication skills, which are crucial for roles in customer service and other people-centric positions.

Additionally, gamified assessments, which make the evaluation process engaging, are gaining popularity. They not only assess problem-solving skills but also gauge how candidates perform under pressure.

Organizations can prepare for the future by integrating cutting-edge technologies into their hiring processes. Investing in training for evaluators to accurately interpret new assessment metrics is crucial. This involves

understanding how to measure soft skills such as empathy and effective communication.

Moreover, companies should stay updated on legal requirements to maintain compliance and ensure fair assessment practices.

Encouraging candidates to focus on developing their personality traits, such as being team players and showing confidence, can also better prepare them for progressive assessments that look beyond technical skills.

The strategic value of progressive assessments

Progressive pre-employment assessments rigorously evaluate candidates on multiple fronts, including cognitive abilities, situational judgment, personality fit, and role-specific skills. This multifaceted approach not only helps in identifying the best match for specific roles but also reduces the risk of bad hires.

By investing in these assessments, companies can significantly enhance their recruitment processes. Consistent use of these tools leads to more informed decision-making, reducing turnover rates and ensuring employee retention.



Appropriate preparation and implementation of these assessments can streamline the hiring pipeline, saving time and resources. Furthermore, this approach bolsters team performance and aligns employee roles with their strengths, promoting a culture of efficiency and productivity. While Progressive is far from the only company using this approach, they’ve set a standard in terms of looking at candidates holistically and making sure they’re truly ready for the job.

Frequently Asked Questions

This section covers common inquiries related to the Progressive Pre-Employment Assessments, including differences from psychometric tests, benefits for small businesses, legal considerations, and the role of technology.

How do progressive assessments differ from psychometric testing?

Progressive assessments typically examine a candidate's ethical bias and personality traits. In contrast, psychometric tests focus on cognitive abilities and personality dimensions. The Progressive Pre-Employment Assessment includes verbal, numerical, and work style components, offering a broader evaluation spectrum.

Can small businesses benefit from implementing progressive assessment strategies?

Small businesses can gain significant advantages from adopting progressive assessment strategies. These assessments help identify candidates that align closely with the company’s values and culture, reducing turnover rates. Additionally, they provide insights into a candidate's ethical stance and work style, which are crucial for cohesive team dynamics.

What are the legal considerations when using pre-employment assessments?

Legal considerations include ensuring compliance with equal employment opportunity laws and avoiding discrimination based on race, gender, or disability. It is essential to validate the assessment tools and ensure they are scientifically proven to be fair. Companies must also maintain transparency about the purpose and usage of the assessments.

How can technology enhance the effectiveness of progressive assessments?

Technology can streamline the assessment process by allowing candidates to complete the tests remotely. Advanced analytics help in the accurate interpretation of results, ensuring a better match between the candidate and the job role. Many platforms offer practice tests that mirror the actual assessment, aiding in preparation and reducing test anxiety.

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