What Is an Integrity Score in Hiring?

Discover how Integrity Scores help employers evaluate the trustworthiness of online pre-employment assessments. This comprehensive guide by HireValid explains how Integrity Scores are calculated, what the different score bands mean, and how to interpret them alongside candidate test results. Learn about integrity signals, false flags, candidate fairness, human review, and best practices for responsible hiring decisions. Ideal for HR professionals, recruiters, hiring managers, and business owners looking to improve hiring accuracy and assessment integrity in the AI era.

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1. THE 2026 EMPLOYER GUIDE What Is an Integrity Score in Hiring? How it is built, what each band means, how to read it next to test scores, and how to use it fairly when you hire. AI-era hiring needs AI-proof tests. Cognitive, skills and language tests Ranked results in minutes No annual contract hirevalid.com Hire people who can really do the job. Edition: October 2026
2. What Is an Integrity Score in Hiring? | An Employer's Guide ABOUT THIS GUIDE Who This Guide Is For This guide is for owners, hiring managers and HR generalists who test candidates online and see an Integrity Score in their results. It explains what the score means and how to use it well. You will learn how the score is built, what each band means, how to read it next to a test score, why honest candidates are sometimes flagged, and how to stay fair and compliant. No technical background is needed. Contents About This Guide 2 Key Takeaways 3 1. What Is an Integrity Score? 4 2. Why Hiring Needs Integrity Scores Now 5 3. How an Integrity Score Is Built 6 4. The Signals Behind the Score 7 5. A Worked Example: From 100 to 58 8 6. The Three Bands Explained 9 7. Reading It Alongside Test Scores 10 8. Three Short Case Studies 11 9. False Flags and Fairness 12 10. Transparency, Audit and the Law 13 11. Explaining It to Candidates 14 12. Questions to Ask a Testing Vendor 15 Frequently Asked Questions 16 Glossary and Sources 17 hirevalid.com AI-era hiring needs AI-proof tests. 2
3. What Is an Integrity Score in Hiring? | An Employer's Guide SUMMARY Key Takeaways Six points that explain what an Integrity Score is and how to use it. TAKEAWAY TAKEAWAY 1. It measures the attempt, not the person An Integrity Score shows how trustworthy one test attempt looks. It says nothing about a candidate's character. 2. It comes with evidence A good score always shows the events behind it, so you can see exactly why it is high or low. TAKEAWAY TAKEAWAY 3. Patterns matter most One tab switch means little. Several signals that line up mean much more. 4. Read it with the test score A high test score with a low Integrity Score is the case that most needs a closer look. TAKEAWAY TAKEAWAY 5. Honest candidates can be flagged Notifications, shared networks and assistive tools can all trigger signals. Review before you act. 6. People decide, not the score Use it to guide your review. Never reject a candidate automatically because of it. QUICK ANSWER What is an Integrity Score in hiring? An Integrity Score in hiring is a 0 to 100 score that shows how trustworthy a candidate's online test attempt looks. It combines signals recorded during the test, such as tab switches, pasted text and unusual answer times. Higher means more trustworthy. It comes with an evidence timeline so a person can review it and decide. hirevalid.com AI-era hiring needs AI-proof tests. 3
4. What Is an Integrity Score in Hiring? | An Employer's Guide CHAPTER 1 What Is an Integrity Score? An Integrity Score answers one question: how much can you trust that this test result reflects the candidate's own ability? When a candidate takes a test online, the testing tool can record what happens during the attempt. It sees when the candidate leaves the test window, pastes text, answers very quickly or appears on webcam with someone else. On their own, these events are hard to read. An Integrity Score combines them into one number on a 0 to 100 scale. A high score means the attempt looks clean. A lower score means there are signals worth reviewing. The score always comes with the evidence behind it. What it is, and what it is not An Integrity Score is An Integrity Score is not A summary of signals from one test attempt A judgment of the candidate's honesty or character A prompt for a person to review the evidence An automatic pass or fail decision Backed by a timeline of recorded events A black box with no explanation One input alongside scores and interviews Proof that a candidate cheated WATCH OUT Integrity Score vs integrity test Do not confuse an Integrity Score with an "integrity test". An integrity test is a questionnaire that asks about attitudes to honesty and rules at work. An Integrity Score does not ask the candidate anything. It describes how the test attempt itself was taken. Where you see it In tools that use one, such as HireValid, the Integrity Score sits next to each candidate's test score in the results table. A band label shows at a glance whether the attempt needs a look. The full evidence timeline is one click away in the candidate's detail view. hirevalid.com AI-era hiring needs AI-proof tests. 4
5. What Is an Integrity Score in Hiring? | An Employer's Guide CHAPTER 2 Why Hiring Needs Integrity Scores Now Online testing makes hiring faster. AI tools make it easier to game. An Integrity Score helps you keep the speed without losing trust. Most candidates now take pre-employment tests at home, on their own device. At the same time, AI chatbots can answer many test questions in seconds. A result that looks strong may reflect real skill, or it may reflect outside help. Testing tools can record dozens of events per candidate. A 40-person shortlist can mean hundreds of data points. No busy owner has time to read them all. The Integrity Score does the first pass and points you to the attempts that need a look. What it saves you Without an Integrity Score With an Integrity Score Every result looks equally trustworthy You can see which results need checking Raw event logs that are hard to interpret One number, a band and a clear timeline Suspicion based on gut feeling Review based on recorded evidence Interview time spent on unverified high scorers Interview time spent on verified strong candidates KEY POINT The goal is not to catch people out. It is to make sure that the candidates you interview earned their place, and that honest high scorers are not doubted without reason. Where it fits in your hiring process • After the test: sort candidates by test score, then check each one's Integrity band. • Before interviews: verify strong results that come with a Review suggested or Serious concerns band. • In the interview: ask candidates to talk through one of their answers. It confirms real understanding. hirevalid.com AI-era hiring needs AI-proof tests. 5
6. What Is an Integrity Score in Hiring? | An Employer's Guide CHAPTER 3 How an Integrity Score Is Built An Integrity Score moves through five steps, from raw events to a decision made by a person. 1 2 3 4 5 Collect Weigh Combine Explain Review Events recorded during the test Each signal gets a weight and severity Patterns add up into one score Band plus an evidence timeline A person reads it and decides The score is a summary. The evidence timeline is what a reviewer actually reads. Figure 1. From recorded events to a human decision. 1. Collect The testing tool records events during the attempt. Examples include focus changes, paste events, answer times, typing patterns, device and network details and, if enabled, webcam snapshots. 2. Weigh Each type of signal gets a weight based on how strongly it suggests outside help. Severity also matters. A 3-second tab switch counts for less than a 3-minute one. 3. Combine Signals are combined into one score. Good systems give extra weight to patterns, such as a tab switch followed by a paste and a fast correct answer. They also limit how much any single weak signal can lower the score. 4. Explain and 5. Review The score is shown with a band and a timeline of what happened and when. A person then reads the evidence and decides what to do. TIP Weights should be tuned on real data and versioned, and each score should record which version produced it. Ask any vendor whether they do this. It is the basis for a fair and auditable score. hirevalid.com AI-era hiring needs AI-proof tests. 6
7. What Is an Integrity Score in Hiring? | An Employer's Guide CHAPTER 4 The Signals Behind the Score Not all signals are equal. Some point strongly to outside help. Others are weak on their own. Signal What it can suggest Typical weight Answers faster than reading time Answers supplied from outside the test Strong Pasted text in a written answer Text written somewhere else, possibly by AI Strong Text appearing without keystrokes Text inserted by a tool or extension Strong Webcam: a different or second face Impersonation or a helper Strong Repeated tab switches before correct answers Looking up answers elsewhere Moderate Webcam: no face present Candidate away from the screen Moderate Very uniform answer times Answers copied rather than worked out Moderate Same device or network as another candidate Shared answers or one person testing for several Moderate Answers closely matching another candidate's Shared or leaked answers Moderate Single brief tab switch or exit from full screen Often a notification or accidental key press Weak VPN or proxy in use Hiding location, but often a work or privacy VPN Weak AI-text likelihood on written answers Possible AI writing, but detectors are unreliable Weak Weights shown are general guidance for illustration. Real weights are set and tuned by each testing tool. KEY POINT Strong signals are hard to explain innocently, especially when they repeat. Weak signals only matter when they line up with stronger ones. hirevalid.com AI-era hiring needs AI-proof tests. 7
8. What Is an Integrity Score in Hiring? | An Employer's Guide CHAPTER 5 A Worked Example: From 100 to 58 Seeing how a score is built makes it much easier to read and to explain. Imagine every attempt starts at 100. Each signal lowers the score by an amount that depends on its weight, its severity and whether it forms a pattern with other signals. 100 100 -9 -12 -15 80 -6 60 58 40 20 0 Starting score 3 tab switches Pasted text 6 answers too fast Second face Integrity Score Figure 2. Illustrative build-up of an Integrity Score for one candidate. The deductions are examples, not real weights. What the reviewer sees Time Event Effect 04:12, 05:30, 07:01 Three tab switches of 20 to 40 seconds each -9 06:40 412 characters pasted into a written answer -12 07:05 to 09:30 Six correct answers in 3 to 5 seconds each -15 09:05 Webcam snapshot shows a second face -6 TIP Read the timeline, not just the number. Here the signals cluster between minutes 4 and 10. That pattern tells you far more than the final 58 does on its own. hirevalid.com AI-era hiring needs AI-proof tests. 8
9. What Is an Integrity Score in Hiring? | An Employer's Guide CHAPTER 6 The Three Bands Explained Bands turn the number into a clear next step. Each band comes with a suggested action, not a verdict. Integrity Score (0-100, higher means more trustworthy) 0 50 80 Serious concerns Review suggested Candidate F: 31 Candidate D: 58 100 High confidence Candidate A: 92 Figure 3. Integrity Score bands. Thresholds shown are illustrative. Band What it usually means What to do High confidence No meaningful signals, or only minor ones with clear innocent causes Judge the candidate on their test results Review suggested Some signals worth a look, possibly forming a pattern Read the evidence. Ask the candidate or offer a supervised retest Serious concerns Strong signals that repeat or line up Review closely before relying on the result. Give the candidate a chance to explain Why there is no "fail" band Even a low score has possible innocent explanations. A shared office network or a family member walking past the camera can lower a score. That is why bands suggest what to review, not what to decide. WATCH OUT Do not set a rule that automatically rejects every candidate below a threshold. It will remove some honest candidates, and in some regions it may also conflict with rules on automated decisions. hirevalid.com AI-era hiring needs AI-proof tests. 9
10. What Is an Integrity Score in Hiring? | An Employer's Guide CHAPTER 7 Reading It Alongside Test Scores An Integrity Score is most useful next to the test score. Together, they tell you who to interview first. C Integrity Score (higher is up) E A B Genuine but lower result Strong and trustworthy Judge on skills Interview first D G F Lower priority Strong but unverified Review only if needed Check the evidence first Test score percentile (higher to the right) Figure 4. Illustrative candidates placed by test score and Integrity Score. Quadrant What it tells you Next step Strong and trustworthy (A, B, C) High score, clean attempt Interview first Strong but unverified (D, F) High score, but signals to review Check evidence, ask or retest Genuine but lower result (E) Clean attempt, lower score Judge on skills and role needs Lower priority (G) Lower score and signals present Review only if the role needs it KEY POINT The top-right corner is your short list. The bottom-right corner is where the Integrity Score earns its keep: strong results that you should verify before relying on them. hirevalid.com AI-era hiring needs AI-proof tests. 10
11. What Is an Integrity Score in Hiring? | An Employer's Guide CHAPTER 8 Three Short Case Studies These illustrative examples show how the same score can lead to different decisions once you read the evidence. CASE STUDY Candidate D: score 58, Review suggested Situation: Applied for a customer support role. 94th percentile test result. Signals clustered in six minutes: tab switches, a paste and very fast correct answers. What happened: Offered a 10-minute supervised retest on a video call. The retest score was much lower, so the employer moved on to other candidates. CASE STUDY Candidate F: score 31, Serious concerns Situation: Applied for an admin role. 89th percentile. Signals: same network as two other candidates, a VPN, and several exits from full screen. What happened: The employer asked neutrally. All three candidates had tested from the same co-working space, and the VPN was a work requirement. A short retest confirmed the result. F was interviewed and hired. CASE STUDY Candidate E: score 90, High confidence Situation: Applied for a sales role. 45th percentile, with a clean attempt and no meaningful signals. What happened: The result was trusted as a genuine picture of current ability. The employer chose stronger scorers for this role and kept E's details for a junior opening. KEY POINT Candidate F shows why a low score is a reason to look, not a reason to reject. Without a review, the employer would have lost the person they eventually hired. Lessons from the cases Lesson Shown by A supervised retest is the quickest way to settle doubt Candidate D Low scores can have innocent causes you only find by asking Candidate F A clean attempt makes a modest score trustworthy too Candidate E hirevalid.com AI-era hiring needs AI-proof tests. 11
12. What Is an Integrity Score in Hiring? | An Employer's Guide CHAPTER 9 False Flags and Fairness A fair Integrity Score is designed to avoid punishing honest candidates. Knowing the common false flags helps you review with care. Common innocent cause Signal it can trigger How to handle it Phone or desktop notification Brief tab switch or window blur Ignore single short events Shared office, home or public Wi-Fi Same network as other candidates Ask where they tested Work or privacy VPN VPN or proxy detected Treat as weak unless other signals line up Screen reader or dictation software Unusual typing or input patterns Check accommodations first Non-native English writing Higher AI-text likelihood Never act on AI-text scores alone Poor lighting or camera angle No face detected Look at the snapshots yourself A very fast, able candidate Fast answers Check accuracy and difficulty, then ask How good scoring protects honest candidates • Weak signals are capped, so they cannot lower the score much on their own. • Patterns count more than isolated events. • Candidates with approved accommodations are not penalized for using them. • Every score shows its evidence, so mistakes can be spotted. WATCH OUT Research has found that AI-text detectors often misclassify writing by non-native English speakers as AI-generated. Using them as a main signal can disadvantage those candidates. hirevalid.com AI-era hiring needs AI-proof tests. 12
13. What Is an Integrity Score in Hiring? | An Employer's Guide CHAPTER 10 Transparency, Audit and the Law An Integrity Score is part of a hiring decision, so it must be explainable and open to review. This chapter is general guidance, not legal advice. Rule or principle What it means for Integrity Scores Human oversight A person must review and decide. The EU AI Act classes AI used in recruitment as high-risk and requires human oversight. No solely automated decisions Under GDPR Article 22, people have rights around decisions made solely by automated means that significantly affect them. Explainability Candidates and regulators may ask how a score was produced. Keep the evidence and the rules version. Biometric consent Webcam and face data can be biometric data under laws such as Illinois BIPA. Get explicit consent and limit retention. Equal treatment Apply the same review process to every flagged candidate, and offer accommodations under the ADA or UK Equality Act. What a well-run Integrity Score records • The score, its band and every signal that contributed. • The version of the scoring rules and weights used. • Who reviewed it, and what was decided. • How long the evidence is kept, and when it is deleted. LEGAL NOTE Laws differ by country and state, and they change. Speak to an employment lawyer about how you use Integrity Scores, especially if you hire in the EU or use face features. hirevalid.com AI-era hiring needs AI-proof tests. 13
14. What Is an Integrity Score in Hiring? | An Employer's Guide CHAPTER 11 Explaining It to Candidates Candidates who understand the process trust it more, and honest candidates feel protected rather than watched. Explain monitoring before the test starts, in plain words. Say what is recorded, why, who reviews it and how long it is kept. Make clear that no one is rejected automatically. TEMPLATE Sample candidate notice "To keep this assessment fair for everyone, we record when you leave the test window, paste text and how long each answer takes. With your consent, we also take occasional webcam photos. These signals produce an Integrity Score that a person at [Company] reviews. It is never used to reject you automatically, and you can always ask about your result." Questions candidates often ask Candidate question Suggested answer Will a notification ruin my score? No. Single short events have very little effect. Can I use my screen reader? Yes. Tell us about any accommodations before you start. What if my score is low? A person reviews it. We may ask you about it or offer a short retest. How long are my webcam photos kept? For a limited time, then deleted. State the exact period. When a candidate asks about their score • Share what was recorded in plain terms, without accusing them of anything. • Listen to their explanation and note it alongside the evidence. • If doubt remains, offer a short supervised retest rather than a refusal. hirevalid.com AI-era hiring needs AI-proof tests. 14
15. What Is an Integrity Score in Hiring? | An Employer's Guide CHAPTER 12 Questions to Ask a Testing Vendor Not every Integrity Score is built the same way. These questions help you tell a fair, useful score from a black box. Question What a good answer looks like Can I see the evidence behind every score? Yes, a full timeline with times and snapshots Which signals are used, and how are they weighted? A clear list, with weak signals capped Are weights versioned and recorded on each score? Yes, for audit and consistency Does the score ever reject a candidate automatically? No. A person always decides How do you handle accommodations? Approved adjustments do not lower the score How do you treat AI-text detection? As a weak signal only, never on its own What can your system not detect? An honest list, such as second devices Can face features be turned off? Yes, per assessment How long is webcam data kept? A short, stated period with automatic deletion Red flags in a vendor's answers • The score is a single number with no evidence behind it. • AI-text detection is treated as proof of cheating. • Candidates below a threshold are rejected automatically by default. WATCH OUT Be cautious of any vendor that cannot show the evidence behind a score, or that promises "100% cheat-proof" results. Neither is a sign of a trustworthy system. hirevalid.com AI-era hiring needs AI-proof tests. 15
16. What Is an Integrity Score in Hiring? | An Employer's Guide FAQ Frequently Asked Questions What is an Integrity Score in hiring? A 0 to 100 score that shows how trustworthy a candidate's online test attempt looks, based on signals recorded during the test. It comes with an evidence timeline. What is a good Integrity Score? Scores in the top band, often 80 or above, usually mean a clean attempt. Exact thresholds vary by tool, so check the band rather than the number alone. Does a low Integrity Score mean a candidate cheated? No. It means there are signals worth reviewing. Many have innocent explanations, so read the evidence and ask before deciding. How is an Integrity Score calculated? Signals such as tab switches, pasted text and answer timing are weighted by strength and severity, then combined, with extra weight for patterns. Is an Integrity Score the same as an integrity test? No. An integrity test is a questionnaire about attitudes to honesty. An Integrity Score describes how a test attempt was taken. Can I reject candidates based on their Integrity Score? Do not reject automatically. Use the score to guide a human review, and give the candidate a chance to respond. Do candidates know they have an Integrity Score? They should. Explain monitoring and the review process before the test, and get consent for webcam use. TRY HIREVALID AI-era hiring needs AI-proof tests. Built to catch AI assistance. Test candidates on real job skills and see who can actually do the work, with an Integrity Score for every candidate. Cognitive, skills and language tests · Ranked results in minutes · No annual contract. Start free at hirevalid.com hirevalid.com AI-era hiring needs AI-proof tests. 16
17. What Is an Integrity Score in Hiring? | An Employer's Guide REFERENCE Glossary Term Meaning Integrity Score A 0-100 score showing how trustworthy a test attempt looks, with evidence Integrity band High confidence, Review suggested or Serious concerns Integrity signal A recorded event, such as a tab switch or paste, that may suggest outside help Evidence timeline A time-ordered list of the signals behind a score Signal weight How strongly a type of signal affects the score Severity How large a single event is, such as the length of a tab switch Rules version The version of weights and thresholds used to produce a score False flag A signal caused by an innocent event Integrity test A questionnaire about attitudes to honesty at work. Not the same as an Integrity Score Supervised retest A short follow-up test taken while someone watches, often over video Sources 1. Regulation (EU) 2024/1689 (EU Artificial Intelligence Act), Article 14 and Annex III. 2. Regulation (EU) 2016/679 (General Data Protection Regulation), Article 22. 3. Biometric Information Privacy Act, 740 ILCS 14, Illinois, United States. 4. Liang, W., Yuksekgonul, M., Mao, Y., Wu, E. and Zou, J. (2023). GPT detectors are biased against non-native English writers. Patterns, 4(7). 5. Americans with Disabilities Act of 1990, United States; Equality Act 2010, United Kingdom. hirevalid.com AI-era hiring needs AI-proof tests. 17
18. ABOUT HIREVALID AI-era hiring needs AI-proof tests. Built to catch AI assistance. Test candidates on real job skills and see who can actually do the work, with an Integrity Score for every candidate. Choose tests or a role bundle Cognitive, skills, language and situational judgment tests. Invite candidates with one link Candidates test in the browser. No account needed. See ranked results in minutes Score, percentile and an Integrity Score with evidence. Pay monthly No annual contract. Pause between hiring rounds. Start free at hirevalid.com Monthly plans. Cancel or pause any time. This guide is general information for employers. It is not legal advice. Laws on hiring, testing, data protection and biometric data differ by country and state. Speak to a qualified employment lawyer before making decisions that depend on them. HireValid tests are not official, government-approved or accredited exams, and test results should be one input in a hiring decision, not the only one. Copyright 2026 HireValid. hirevalid.com