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6 Must-Track Candidate Experience Metrics To Hire Better

6 Must-Track Candidate Experience Metrics To Hire Better

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Ruehie Jaiya Karri
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March 24, 2023
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3 min read
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Imagine this: You went to a restaurant for lunch.

There is a 30 min wait period and you decide to wait since you heard great things about their food.

After 45 minutes, you get a table but there is no waiter in sight to request a menu card.

A waiter finally comes up to you, looks disinterested in taking your order, and doesn’t even get you a water bottle.

You wait 20 more minutes after placing your order and decide you had enough. You get up and leave—without even tasting the food.

Now, the figurative restaurant is your job application process. If the process is slow, lengthy, and complicated, candidates will not have the patience to see it through.

If you as recruiters do not show an interest in them, keep them in the loop proactively, and nurture them, your candidates will go elsewhere for a job.

Moreover, even if your organization has a reputation as a great place to work, candidates will never find out because getting in itself is so problematic.

Good employer branding and robust corporate culture mean nothing if the candidate experience you provide is not up to the mark. It is a large part of your business and even if you are doing all the right things, there will always be improvements to be made.

By improving candidate experience, you can increase conversion rates and reduce cost per hire. The best way to do so is to collect and use candidate experience metrics and insights.

Use the data you gather to see how candidates interact with job postings, h ow they click through the application form, and what their profile looks like at different stages of the application process.

Shift your focus to improving your candidate experience! Let’s start with the basics and discuss how hiring metrics and insights can help create an awesome candidate experience.

Candidate experience metrics: Which are the most relevant?

Keep Your Eye On These 6 Candidate Experience Metrics:

#1 Time-to-hire

Time-to-hire is the length of time it takes to fill a vacancy. This is one of the most important candidate experience metrics because if you’re unable to fill positions quickly, you may be losing valuable resources in terms of productivity, morale, and revenue.

Time-to-hire is a metric that measures the average length of time it takes to fill an open position. You can measure this in days, weeks, or months, depending on your industry and how quickly you need to fill the vacancy.

For example, if you run a fast food restaurant with long lines of hungry customers waiting for their lunch orders and only one person is working the register while another employee is off sick with the flu, it would be important to find someone new as soon as possible.

If you can improve or make your time-to-hire metric quicker, you’ll be able to hire new employees faster. This will allow you to fill positions more quickly, increasing productivity and revenue.

Also read: Data-Driven Recruiting – All You Need To Know

#2 Interview-to-offer ratio

The next metric to track is the number of interviews it takes before you make an offer to a new employee. This is the number of interviews you conduct divided by the number of offers you make.

For example, if you conduct 10 interviews and hire only one new employee, your ratio is 10/1. This will help you determine whether your interview process is thorough enough or needs more work.

For example, if it takes, on average, three interviews for every hire in your company and there are only two people interviewing candidates at any given time, then you’re not going to be able to fill positions as fast as possible.

You can improve this by adding more interviewers or by training existing employees to conduct interviews. Once this metric is enhanced, your candidate experience will also improve because you can fill positions faster and more efficiently.

The speed at which you can fill a position is an important metric because it has a direct impact on your company’s bottom line. If you have to fill 10 positions and each position takes three months to fill, then that’s 30 months of lost productivity.

#3 Interview experience

This is a measure of how well you’ve trained your interviewers. You want to make sure that your interviewers are aware of their biases and that they work hard to eliminate them from the interview process. If an interviewer is biased against women, for example, this will show up in their interviews with female candidates. This is also an important candidate experience metrics.

Automated tools are a great way to reduce bias in the interview process. By using these tools, you can ensure that your interviews are more consistent and fair. Automated tools also help with candidate screening by allowing recruiters to quickly identify candidates who don’t meet the company’s requirements.

If you don’t have a structured interview process, it can be easy for bias to creep in. The best way to prevent this from happening is by hiring a professional recruiter who knows how to create a structured interview process that will help you identify the most qualified candidates.

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

#4 Net promoter score (NPS)

NPS is another metric that can help enhance the candidate experience. It’s a simple question that you can ask at the end of an interview: “On a scale of 1-10, how likely is it that you would recommend us to a friend or colleague?”

The answer will give you insights into how your company is viewed by candidates. If your score is low, then there are areas where you must improve. You may need more training for interviewers or offer more information about what life at your company looks like.

On the other hand, a high NPS score doesn’t mean there’s no need for you to improve your candidate experience. It’s a good indicator that there are ways that you can make the process more seamless, and it will help you identify them. A LinkedIn study found that 78% of candidates say that their entire candidate experience is a clear indication of how a business values its employees.

For example, if many candidates say that they didn’t have all of their questions answered during the interview, then consider creating an FAQ page or providing more information about what life at your company looks like.

#5 Offer acceptance rate

A good offer acceptance rate is a strong indicator that candidates are satisfied with your interview process. If you have a low acceptance rate, then it’s likely that there are ways you could improve candidate experience.

For example, if many candidates didn’t feel like they had enough time to prepare for their interviews or weren’t sure what kind of questions they’d be asked, consider creating an FAQ page or providing more information about what life at your company looks like.

This metric is especially important to large companies that receive a lot of applications. It’s easy to ignore the candidates who aren’t right for your company, but if you want to improve the candidate experience, it’s important to find ways of making the process more personal.

For example, consider inviting applicants who were rejected back into the process as mentors or interviewers. You could also send them thank you notes and other forms of recognition for their efforts even though they weren’t selected. Remember, a study found that 73% of candidates say the job search is very stressful, so give it your best to make your candidate experience stress-free.

Also read: Joel Soucy’s Roadmap To Creating A Seamless Employee Experience

#6 Candidate drop-off

A bad candidate experience directly contributes to a high candidate drop-off rate. The candidate drop-off rate is the percentage of applicants who visited your career site but didn’t apply or those who abandoned filling out an application midway.

You’ll want to track this metric over time to see if it’s decreasing or increasing. If it’s going up, consider what you can do to keep candidates engaged and interested in applying for jobs with your company.

Make sure that your job listings are relevant and current, or create new ones based on feedback from applicants.

If your candidate drop-off rate is declining, you can celebrate this by highlighting the decrease in your recruiting efforts.

How FaceCode Can Help Improve Your Candidate Experience | FREE EBOOK

Expert tips for a memorable candidate experience

  • Consider how the hire will fit in the company

When you begin efforts to improve your candidate experience, you must consider not only what the person will contribute to your organization but also how they will get along with existing employees.

Will this person be performing a specific function? If so, are there any metrics you can use to measure their performance? What is the salary range for this position? How important is it that we fill this vacancy quickly? Can we afford to take our time and find the perfect candidate?

Answer all these questions before you begin the search for your ideal hire.

Also read: Optimize Your Hiring Process With Recruitment Analytics

  • Keep candidates well-informed

Make sure that your candidates know how their applications are doing. From the initial contact, until the current status of their application, your candidates should know where they are in the process. Use candidate relationship management software to keep your candidates well-informed.

Send a detailed offer letter that includes all pertinent information about the position to candidates. This can include salary, benefits, and other relevant details.

Give candidates a timeline of when they should expect to hear from the company. This will help them plan their lives around this new job opportunity, which is important to both parties involved.

If you need more time to make a decision about your candidates, be honest about it. This will help them move on with their lives as well as keep your company’s reputation intact.

  • Adapt schedules to candidates’ needs

Schedule interviews and assessments so they match your candidates’ needs. For example, if you need to set up an interview with someone who works nights and weekends, do it during their off hours.

This will help keep everyone happy. Sometimes, the candidate can’t make it on time because of a sick child or some other emergency. Let them know that you understand and will reschedule for another day (or week). This can be advantageous to both parties. Because it shows that you care about their needs as well as the company’s needs.

You can effectively address these scheduling requirements by leveraging the efficiencies that HR technology tools offer. To ensure you get to use only the top platforms, ensure to check out the best HR software lists available in reputable review platforms.

  • Ensure new hires’ eagerness to onboard

When it’s time for onboarding, make sure your new hire feels welcome and happy about joining the team. You can do this by creating an employee onboarding kit and sending a welcome email that includes the necessary information they need to get started. This could be the company’s mission statement, a list of benefits and perks, or even an overview of their role in the company.

This is the time to educate them on the company’s culture and values, as well as their role within it. It’s also an opportunity to show them what they can expect from you and your team. If they’re new to customer support, example scripts will help them get started quickly.

Be sure to go the extra mile to keep their enthusiasm high. Right from the time they learn they have been hired until they start their onboarding. If you can sustain this, your new hires will likely perform well in their work from day one onward.

  • Job simulation

This is a great way to get your new hires ready for their first day of work. Job simulation helps them learn about their job and the tools they’ll use on it, as well as how it fits into the company’s operations. You can also use it to test how well they grasp procedures and policies.

Job simulations are a growing trend among employers, who view them as the most effective way to assess candidates’ abilities. With job simulations, you can replicate the conditions of real-world jobs. They can be used in a variety of roles, from help desk agents to marketers to technicians.

A job simulation can be as simple as walking them through their day with you. Or it could involve a more elaborate simulation that includes training materials and other tools.

Why candidate experience matters

Candidate experience is not just a part of the recruitment process; it’s a critical element that can significantly impact an organization’s ability to attract top talent. The way candidates perceive and interact with a company’s recruitment process can have far-reaching consequences.

The recruitment process is often the first interaction a candidate has with a company. A positive experience can enhance the company’s brand, while a negative one can tarnish it. In the age of social media and online reviews, candidates are quick to share their experiences, and these shared experiences can influence a company’s reputation.

A smooth and engaging candidate experience attracts top-quality candidates. Talented individuals have multiple options, and they tend to gravitate towards organizations that value and respect their time and efforts during the recruitment process.

Candidates who have a positive experience are more likely to accept job offers and remain with the company longer. A negative experience, on the other hand, can lead to declined offers and a higher turnover rate, which is costly for any organization.

The candidate experience is a reflection of a company’s culture and values. A respectful, transparent, and engaging process suggests a positive work environment, whereas a disorganized and impersonal process may indicate systemic issues within the organization.

In industries where competition for talent is fierce, the candidate experience can be a significant differentiator. Companies that invest in creating a positive candidate experience stand out and are more likely to attract the best talent.

Feedback from candidates can be invaluable in refining recruitment processes. Understanding where candidates face challenges or discomfort can help companies make necessary adjustments to improve efficiency and effectiveness.

Use candidate experience metrics to leave lasting impressions

Impress your candidates by using candidate experience metrics

There you have it! The key candidate experience metrics and insights that you must consider to help improve candidate experience.

You only get one chance to make a first impression. Working on enhancing the candidate experience is one way to do it.

It won’t be an overnight change, but if you stay consistent in your efforts, it will pay off.

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Author
Ruehie Jaiya Karri
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March 24, 2023
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3 min read
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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 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 code.

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.

Guide to Conducting Successful System Design Interviews in 2025

What is Systems Design?

Systems Design is an all encompassing term which encapsulates both frontend and backend components harmonized to define the overall architecture of a product.

Designing robust and scalable systems requires a deep understanding of application, architecture and their underlying components like networks, data, interfaces and modules.

Systems Design, in its essence, is a blueprint of how software and applications should work to meet specific goals. The multi-dimensional nature of this discipline makes it open-ended – as there is no single one-size-fits-all solution to a system design problem.

What is a System Design Interview?

Conducting a System Design interview requires recruiters to take an unconventional approach and look beyond right or wrong answers. Recruiters should aim for evaluating a candidate’s ‘systemic thinking’ skills across three key aspects:

How they navigate technical complexity and navigate uncertainty
How they meet expectations of scale, security and speed
How they focus on the bigger picture without losing sight of details

This assessment of the end-to-end thought process and a holistic approach to problem-solving is what the interview should focus on.

What are some common topics for a System Design Interview

System design interview questions are free-form and exploratory in nature where there is no right or best answer to a specific problem statement. Here are some common questions:

How would you approach the design of a social media app or video app?

What are some ways to design a search engine or a ticketing system?

How would you design an API for a payment gateway?

What are some trade-offs and constraints you will consider while designing systems?

What is your rationale for taking a particular approach to problem solving?

Usually, interviewers base the questions depending on the organization, its goals, key competitors and a candidate’s experience level.

For senior roles, the questions tend to focus on assessing the computational thinking, decision making and reasoning ability of a candidate. For entry level job interviews, the questions are designed to test the hard skills required for building a system architecture.

The Difference between a System Design Interview and a Coding Interview

If a coding interview is like a map that takes you from point A to Z – a systems design interview is like a compass which gives you a sense of the right direction.

Here are three key difference between the two:

Coding challenges follow a linear interviewing experience i.e. candidates are given a problem and interaction with recruiters is limited. System design interviews are more lateral and conversational, requiring active participation from interviewers.

Coding interviews or challenges focus on evaluating the technical acumen of a candidate whereas systems design interviews are oriented to assess problem solving and interpersonal skills.

Coding interviews are based on a right/wrong approach with ideal answers to problem statements while a systems design interview focuses on assessing the thought process and the ability to reason from first principles.

How to Conduct an Effective System Design Interview

One common mistake recruiters make is that they approach a system design interview with the expectations and preparation of a typical coding interview.
Here is a four step framework technical recruiters can follow to ensure a seamless and productive interview experience:

Step 1: Understand the subject at hand

  • Develop an understanding of basics of system design and architecture
  • Familiarize yourself with commonly asked systems design interview questions
  • Read about system design case studies for popular applications
  • Structure the questions and problems by increasing magnitude of difficulty

Step 2: Prepare for the interview

  • Plan the extent of the topics and scope of discussion in advance
  • Clearly define the evaluation criteria and communicate expectations
  • Quantify constraints, inputs, boundaries and assumptions
  • Establish the broader context and a detailed scope of the exercise

Step 3: Stay actively involved

  • Ask follow-up questions to challenge a solution
  • Probe candidates to gauge real-time logical reasoning skills
  • Make it a conversation and take notes of important pointers and outcomes
  • Guide candidates with hints and suggestions to steer them in the right direction

Step 4: Be a collaborator

  • Encourage candidates to explore and consider alternative solutions
  • Work with the candidate to drill the problem into smaller tasks
  • Provide context and supporting details to help candidates stay on track
  • Ask follow-up questions to learn about the candidate’s experience

Technical recruiters and hiring managers should aim for providing an environment of positive reinforcement, actionable feedback and encouragement to candidates.

Evaluation Rubric for Candidates

Facilitate Successful System Design Interview Experiences with FaceCode

FaceCode, HackerEarth’s intuitive and secure platform, empowers recruiters to conduct system design interviews in a live coding environment with HD video chat.

FaceCode comes with an interactive diagram board which makes it easier for interviewers to assess the design thinking skills and conduct communication assessments using a built-in library of diagram based questions.

With FaceCode, you can combine your feedback points with AI-powered insights to generate accurate, data-driven assessment reports in a breeze. Plus, you can access interview recordings and transcripts anytime to recall and trace back the interview experience.

Learn how FaceCode can help you conduct system design interviews and boost your hiring efficiency.

How Candidates Use Technology to Cheat in Online Technical Assessments

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

Future-proof Your Online Assessments With HackerEarth

HackerEarth's AI-powered online proctoring solution is a tested and proven way to outsmart cheating and take preventive measures at the right stage. With HackerEarth's Smart Browser, recruiters can mitigate the threat of cheating and ensure their online assessments are accurate and trustworthy.
  • Secure, sealed-off testing environment
  • AI-enabled live test monitoring
  • Enterprise-grade, industry leading compliance
  • Built-in features to track, detect and flag cheating attempts
Boost your hiring efficiency and conduct reliable online assessments confidently with HackerEarth's revolutionary Smart Browser.
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