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Non-Deceptive Response Pattern in Polygraph Testing

Learn what a non-deceptive response pattern means in polygraph testing, how examiners score NDI results, and what each channel reveals about truthfulness.

Published March 27, 2026 Updated July 26, 2026 33 min read All articles

Truthful examinees tend to show a recognizable non-deceptive pattern across the channels, and learning what that looks like clarifies how a lie detector test is interpreted by professionals at LieDetectorTest.com.

A comprehensive guide to non-deceptive response patterns in polygraph testing — how comparison question reactions indicate truthfulness, what each physiological channel reveals, and how examiners use validated scoring systems to issue a No Deception Indicated (NDI) result.

89%Single-Issue Diagnostic Accuracy (APA Meta-Analysis)
4–5Channels Evaluated Simultaneously
3+Minimum Chart Runs Required
+6Typical NDI Score Threshold

TL;DR — The Short Version

  • A non-deceptive response pattern means physiological data shows stronger reactions to comparison questions than relevant questions, consistent with truthfulness.
  • Examiners analyze respiration, electrodermal activity, and cardiovascular data simultaneously across multiple chart collections before reaching a determination.
  • Each relevant question is scored against its paired comparison question using a validated numerical system — the cumulative score must meet a predetermined threshold (typically +6 or higher) for an NDI result.
  • The determination is based on consistent patterns across all channels and all chart runs — not a single physiological response or a single chart presentation.
  • Non-deceptive determinations are most reliable when made using validated techniques like the Zone Comparison Test (ZCT), Federal ZCT, or Utah CQT.
  • No Deception Indicated (NDI) is the formal terminology examiners use to communicate a non-deceptive finding.

Who This Guide Is For

  • Anyone scheduled to take a polygraph test who wants to understand what a 'passing' result actually means
  • Attorneys preparing clients for defense-requested polygraph examinations
  • Human resources professionals evaluating pre-employment polygraph reports
  • Therapists working with clients undergoing PCSOT or disclosure testing
  • Aspiring polygraph examiners studying chart interpretation and scoring
  • Anyone who has received an NDI result and wants to understand the methodology behind it

What Is a Non-Deceptive Response Pattern?

Defining the Non-Deceptive Pattern

A non-deceptive response pattern is the specific configuration of physiological reactions observed on a polygraph chart that indicates the examinee is being truthful about the relevant issues under investigation. When a qualified polygraph examiner identifies this pattern, they render a diagnostic opinion of No Deception Indicated (NDI) — the formal, standardized way of communicating that the person has passed the test.

Unlike what many people imagine, a polygraph does not produce a simple "true" or "false" output. Instead, the instrument records continuous physiological data — breathing patterns, sweat gland activity, blood pressure, and pulse rate — while the examinee answers a carefully structured series of questions. The examiner then compares physiological reactions to different categories of questions to determine whether the overall data pattern is consistent with truthfulness, deception, or falls in an ambiguous range. For a full overview of how the entire process works, see our complete guide to polygraph testing.

The Fundamental Comparison Principle

The science behind identifying a non-deceptive response pattern rests on a well-researched principle: when a truthful person is asked both relevant questions (about the specific issue under investigation) and comparison questions (about broader, more general behaviours), the truthful person will consistently show stronger physiological arousal to the comparison questions.

This may seem counterintuitive at first. Why would a truthful person react more to a comparison question than to the actual issue being investigated? The answer lies in the psychology of concern. A person who is genuinely innocent knows they can answer the relevant questions honestly. Their primary source of anxiety shifts to the comparison questions, which are intentionally designed to address broader life behaviours that virtually everyone has engaged in to some degree. Research by Honts, Kircher, and Raskin (1988) demonstrated distinct activation patterns across respiratory, cardiovascular, and electrodermal channels that differentiate truthful from deceptive responding [1]Verified Patterns of Activation and Deception
Confirms distinct physiological activation patterns across respiratory, cardiovascular, and electrodermal channels differentiate truthful from deceptive responding
. Handler and Honts (2008) further showed that the fight-or-flight paradigm alone is inadequate to explain polygraph responses, demonstrating that cognitive arousal, emotional responses, and behavioural conditioning all play significant roles [2]Verified You Can't Run, But You Can Hide: A Critical Look at the Fight or Flight Response in Psychophysiological Detection of Deception
Confirms fight-or-flight paradigm is inadequate as the primary mechanism for polygraph responses; multiple factors including cognitive arousal and behavioral conditioning play roles
.

For example, during a theft investigation, a relevant question might be: "Did you take the missing £5,000 from the company safe?" A comparison question might address whether the person has ever taken something that didn't belong to them in their entire life. The truthful examinee, secure in their answer about the £5,000, becomes more psychologically engaged with the vaguer comparison question — producing measurable physiological differences that the examiner identifies as a non-deceptive response pattern.

Why 'Passing' Is More Nuanced Than People Think

The public often conceptualises polygraph results in binary terms: pass or fail. But the reality is far more nuanced. A non-deceptive determination requires consistent evidence across multiple physiological channels, multiple presentations of the question sequence (chart runs), and a numerical scoring process that quantifies the relative magnitude of reactions.

The APA's 2011 meta-analysis of validated polygraph techniques found an aggregated decision accuracy of 89% (confidence interval 83%–95%) for single-issue diagnostic testing and 87% overall across all validated techniques (confidence interval 80%–94%) [3]Verified Meta-Analytic Survey of Criterion Accuracy of Validated Polygraph Techniques
Confirms 89% accuracy for single-issue diagnostic testing and 87% overall for all validated techniques with 11–13% inconclusive rates
. The APA states that through strict adherence to training and education standards, examiners are able to attain accuracy rates exceeding 90% [4]Verified About the APA
Confirms APA states examiners can attain accuracy rates exceeding 90% through strict adherence to training and education standards
. These accuracy rates rely on examiners using validated techniques and following established scoring protocols — which is exactly why understanding the non-deceptive response pattern matters.

The Role of Comparison Questions in Identifying Truthfulness

The Three Question Categories

To understand what a non-deceptive response pattern looks like, you need to understand the three primary question types used in modern comparison question polygraph techniques. These questions work together as a system, and the relationships between the physiological reactions they produce form the basis of every diagnostic determination.

Relevant Questions address the specific issue under investigation — for example, "Did you steal the money from the register?" In a non-deceptive pattern, these questions produce weaker physiological responses because the truthful examinee is not threatened by them.

Comparison Questions (sometimes called "probable lie" or "directed lie" questions) address broader behaviours designed to provoke uncertainty or mild anxiety. They are deliberately constructed so that the truthful examinee's psychological focus gravitates toward them. In a non-deceptive pattern, these produce the strongest physiological reactions.

Irrelevant Questions are neutral questions (e.g., "Are you sitting down right now?") that serve as physiological baselines and buffer items. They produce the weakest reactions and are generally not scored, though they help establish baseline arousal.

The Psychological Mechanism

The comparison question technique works because of a fundamental principle in psychophysiology: people allocate their psychological resources — and therefore their physiological arousal — toward whatever they perceive as the most threatening stimulus. For a deeper understanding, see our explanation of the psychophysiological basis of the CQT.

For a truthful person, the relevant questions are not threatening because they know the truth is on their side. The comparison questions, however, introduce uncertainty. Everyone has told a small lie, taken something minor, or done something they're not proud of. When asked broad questions that touch these universal experiences during a polygraph examination, the truthful person's autonomic nervous system responds to this perceived threat.

For a deceptive person, the opposite occurs. The relevant questions — which directly target the behaviour they're trying to conceal — become the dominant threat. Their physiological system allocates arousal toward these questions, producing a deceptive response pattern. Wenger, Engle, and Clemens (1957) established foundational methods for simultaneous multi-channel autonomic recording and documented that approximately 27% of subjects display complete response stereotypy across different stimulus conditions [5]Verified Studies of Autonomic Response Patterns: Rationale and Methods
Confirms methods for simultaneous multi-channel autonomic recording and that approximately 27% of subjects display complete response stereotypy across different stimulus conditions
, which underscores why multi-channel measurement is essential for reliable detection.

Directed Lie vs. Probable Lie Comparison Questions

There are two primary approaches to comparison questions in validated polygraph techniques:

Probable Lie Comparison Questions (PLCs): The examiner formulates questions about past behaviours that most people have engaged in but might deny. The examinee is led to believe they should deny these behaviours during the test.

Directed Lie Comparison Questions (DLCs): The examiner explicitly instructs the examinee to answer "No" to a question they both know is not true (e.g., "Before age 25, did you ever tell even one lie to someone who trusted you?"). This approach has gained significant traction because it ensures every examinee has a known lie as a comparison point.

Both approaches produce the same outcome: a physiological benchmark against which the examiner compares reactions to relevant questions. When comparison question responses are consistently stronger, the pattern is non-deceptive.

How Each Polygraph Channel Contributes to the Pattern

Pneumograph (Respiratory) Channels

The polygraph uses two pneumograph tubes — one placed around the upper chest (thoracic) and one around the abdomen — to measure breathing patterns. These tubes expand and contract with each breath, and the instrument records their movement as waveforms on the polygraph chart.

In a non-deceptive pattern, the respiratory channels typically show relatively stable, consistent breathing during and after relevant questions, with subtle respiratory changes (slight suppression, rate changes, or irregular patterns) following comparison questions. There should be no evidence of deliberate breathing manipulation or countermeasures. Respiratory data is particularly important because breathing is under both voluntary and involuntary control — and trained examiners are skilled at recognising artificial manipulation.

Electrodermal Activity (EDA) Channel

The EDA channel (sometimes called the Galvanic Skin Response or GSR) measures changes in electrical conductivity of the skin, typically recorded through finger plates or electrodes attached to two fingers. When the autonomic nervous system activates sweat glands in response to psychological stimulation, the skin's electrical conductivity increases — producing a measurable response.

The discovery of this phenomenon traces back to Féré and Tarchanoff, who independently found that skin electrical properties change with emotional and psychological states using exosomatic and endosomatic methods respectively [6]Verified Discoverers of the Galvanic Skin Response
Confirms Féré and Tarchanoff independently discovered that skin electrical properties change with emotional and psychological states
. In a non-deceptive pattern, the EDA channel typically shows larger amplitude electrodermal responses following comparison questions, smaller or absent responses following relevant questions, and clear differentiation between the two response categories across multiple charts.

Krapohl (2020) found that the optimal minimum difference for scoring electrodermal responses against the stronger of two comparison questions was 30%, with a point-biserial correlation of 0.680 between scores and ground truth [7]Verified Electrodermal Response Ratios: Scoring Against the Stronger of Two Comparison Questions in Search of an Optimal Minimum Threshold
Confirms optimal minimum difference for scoring EDA responses was 30% with point-biserial correlation of 0.680
. The EDA channel is often considered one of the most diagnostically valuable channels because it is almost entirely controlled by the sympathetic branch of the autonomic nervous system and is extremely difficult to voluntarily suppress. In August 2023, the APA adopted minimum requirements for the recording and displaying of EDA [8]Verified APA Minimum Requirements for Recording and Displaying EDA
Confirms APA adopted minimum requirements for recording and displaying electrodermal activity in August 2023
, underscoring the channel's critical importance.

Cardiovascular (Cardio) Channel

A blood pressure cuff, typically inflated to approximately 60–70 mmHg [9]Verified Cardiovascular and Respiratory Factors Affecting Polygraph Recordings
Confirms cardio cuff is typically inflated to 60–70 mmHg and that excessive pressure can cause sympathetic arousal unrelated to stimuli
, is placed on the upper arm to record changes in relative blood pressure, pulse rate, and pulse amplitude. This is well below the pressure used in clinical blood pressure measurement (75–125 mmHg) because the polygraph cuff is designed to detect relative changes, not to measure absolute blood pressure values [10]Verified Polygraph Blood Pressure Sensor Analysis
Confirms polygraph cuff pressure is recommended at 30–60 mmHg, well below clinical blood pressure measurement range of 75–125 mmHg
.

In a non-deceptive pattern, the cardiovascular channel typically shows blood pressure elevation or sustained increases following comparison questions, baseline or minimal cardiovascular changes following relevant questions, and pulse rate changes that correspond with the overall non-deceptive pattern.

Photoplethysmograph (PPG) Channel

Many modern instruments also include a photoplethysmograph — a small clip placed on a finger that uses infrared light to measure peripheral blood volume changes. Tominaga and Yamamoto (2012) documented changes in normalised pulse volume response patterns, addressing observations of atypical responses that diverge from expected vasoconstriction patterns [11]Verified Changes of Response Patterns of Normalized Pulse Volume in the Concealed Information Test
Confirms changes in normalized pulse volume response patterns and atypical responses diverging from expected vasoconstriction in CIT
. While not traditionally part of the classic polygraph setup, the PPG provides supplementary data about vasomotor responses that can strengthen the examiner's analysis. For more on emerging technologies, see our guide to neuroscience-based polygraph tests.

The Multi-Channel Convergence Principle

A critical concept in polygraph chart interpretation is convergence — the idea that a genuine physiological response pattern should be visible across multiple channels simultaneously. If the EDA shows a non-deceptive pattern but the respiratory data shows the opposite, the examiner must weigh these conflicting indicators carefully.

The strongest non-deceptive determinations occur when all channels consistently show greater reactivity to comparison questions across all chart presentations. Wenger et al. (1957) established methods for simultaneous multi-channel autonomic recording that remain foundational to this approach [5]Verified Studies of Autonomic Response Patterns: Rationale and Methods
Confirms methods for simultaneous multi-channel autonomic recording and that approximately 27% of subjects display complete response stereotypy across different stimulus conditions
.

How Examiners Score a Non-Deceptive Polygraph Chart

The Numerical Scoring Process

The determination of a non-deceptive response pattern is a structured, quantified process governed by scoring protocols established by the American Polygraph Association (APA). The APA Standards of Practice require member examiners to use evidence-based validated testing techniques [12]Verified APA Standards of Practice
Confirms APA Standards of Practice require evidence-based validated testing techniques and informed consent procedures
. After collecting a minimum of three chart runs, the examiner evaluates the data using systematic scoring methodology.

Manual (Hand) Scoring: The examiner visually compares reactions to each relevant question against its paired comparison question within each channel. Using a 7-position scale (the standard supported by the Defense Academy for Credibility Assessment [13]Verified DoDPI Numerical Evaluation Scoring System (DACA ZCT Manual)
Confirms DACA supports the 7-position scale and details ZCT question structure including comparison, relevant, irrelevant, and symptomatic questions
) or a 3-position scale, they assign a numerical value — positive scores indicate the comparison response was stronger (non-deceptive direction), negative scores indicate the relevant response was stronger (deceptive direction), and zero indicates no clear difference.

Algorithm-Based (Computer) Scoring: Validated software algorithms analyse the raw physiological data mathematically. The three most prominent systems are PolyScore, developed by Johns Hopkins University Applied Physics Laboratory [14]Verified Appendix F: Computerized Scoring of Polygraph Data
Confirms PolyScore was developed by Johns Hopkins APL and CPS algorithm uses linear discriminant function analysis
; CPS (Computerized Polygraph System), developed at the University of Utah psychology laboratory using linear discriminant function analysis [15]Verified The Polygraph and Lie Detection (CPS Algorithm)
Confirms CPS scoring algorithm is based on multivariate linear discriminant function analysis developed at University of Utah
; and OSS-3 (Objective Scoring System version 3), an open-source algorithm developed by Nelson, Handler, and Krapohl that has demonstrated validity across multiple validation samples [16]Verified Objective Scoring System Version 3 (OSS-3)
Confirms OSS-3 is a validated computerized scoring algorithm based on sound polygraph testing principles with demonstrable validity across multiple samples
. OSS-3 accuracy exceeded the average decision accuracy of 10 human scorers on six dimensions of accuracy [17]Verified Brute-Force Comparison: A Monte Carlo Study of the Objective Scoring System version 3 (OSS-3) and Human Polygraph Scorers
Confirms OSS-3 accuracy exceeded the average of 10 human scorers on six dimensions including overall accuracy, sensitivity, and specificity
. Many modern examiners use both manual and computer scoring and compare results for maximum reliability.

Understanding the Score Thresholds

In a 7-position scoring system, each relevant question is scored against its paired comparison question for each channel, in each chart run. The possible scores per comparison spot range from -3 to +3:

Positive scores (+1 to +3): The comparison question produced a stronger response (non-deceptive direction). Zero (0): No meaningful difference between the two. Negative scores (-1 to -3): The relevant question produced a stronger response (deceptive direction).

These individual scores are summed across all channels and all chart runs to produce a Grand Total. The thresholds used in the Zone Comparison Test are generally -6 and +6, with values meeting -6 producing deceptive decisions and values meeting +6 producing non-deceptive decisions [18]Verified A Test of the Cullen and Bradley Order Effect
Confirms scoring thresholds are generally -6 and +6 with values from -5 to +5 producing no opinion decisions in ZCT
. Values ranging from -5 to +5 result in no opinion (inconclusive) decisions [19]Verified A Test of the Cullen and Bradley Order Effect (Inconclusive Range)
Confirms values ranging from -5 to +5 result in no opinion decisions
. The Federal ZCT uses cutscores of [-6, -3, +6/+1], adding a subtotal score requirement of at least +1 for each spot [20]Verified LXEdge Scoring Rules — Lafayette Instrument
Confirms Federal ZCT cutscores of [-6, -3, +6/+1] and describes Grand Total Rule and Subtotal Score Rule for different exam types
.

Matte (2010) conducted a field study comparing the Backster Either-Or Rule versus the federal scoring system and the Matte Quadri-Track system when handling strong relevant question responses, providing important data on how different scoring approaches affect outcome accuracy [21]Verified A Field Study of the Backster Zone Comparison Technique's Either-Or Rule and Scoring System
Confirms comparative analysis of Backster Either-Or Rule versus federal and Matte Quadri-Track scoring systems
. The principle remains constant across techniques: a clear, consistent positive direction across all data indicates a non-deceptive pattern.

Why Multiple Chart Runs Are Required

A single chart run can be influenced by momentary artifacts — a sudden noise, a cough, a random thought, or a fleeting spike in anxiety. By collecting three or more charts, the examiner identifies whether the pattern is consistent and reproducible. A genuine non-deceptive response pattern should be visible across every chart run. Proper pretest practices help establish the conditions for reliable data collection.

Non-Deceptive Patterns in Zone Comparison Test (ZCT) Formats

Structure of the Zone Comparison Test

The Zone Comparison Test (ZCT) is one of the most widely used and extensively validated polygraph techniques in the world. Its origins trace back to John E. Reid's innovations in the late 1940s, as detailed in our guide to the history of the Zone Comparison Test.

In a ZCT, questions are organised into specific "zones" that alternate between relevant and comparison questions. A typical ZCT sequence uses a CRCRCR pattern [22]Verified The ZCT Typical Question Sequence (CMU Statistical Analysis)
Confirms ZCT typically uses CRCRCR question sequence pattern
. The test includes irrelevant questions as buffers, a sacrifice relevant question to absorb initial anxiety, and alternating comparison-relevant question pairs that form the scored zones.

The ZCT and AFMGQT both employ the comparison question technique with probable lie comparison (PLC) questions, though their question formats differ [23]Verified DoDPI ZCT Methods Manual
Confirms ZCT and AFMGQT employ comparison question technique with PLC questions in different formats
. The Department of Defense trains examiners in multiple ZCT variants, including the You-Phase ZCT format [24]Verified DoDPI ZCT Methods Manual (You-Phase Format)
Confirms You-Phase ZCT format and question sequence variations
.

What Non-Deception Looks Like in Each Zone

In each comparison-relevant pair (zone), the examiner evaluates whether the comparison question or the relevant question produced the greater physiological response. For a non-deceptive determination:

Zone 1 (C1 vs. R1): Comparison response greater than relevant response in most or all channels. Zone 2 (C2 vs. R2): Same pattern — comparison response dominates. Zone 3 (C3 vs. R3, if applicable): Consistent non-deceptive direction.

This pattern must be replicated across a minimum of three chart presentations. The consistency across zones and across charts gives the examiner confidence in the non-deceptive determination.

Validated ZCT Variants

Several validated variants of the ZCT exist, each with specific question sequences and scoring rules, but all share the same fundamental comparison principle for identifying non-deceptive patterns:

The Backster Zone Comparison Test — the original ZCT format developed by Cleve Backster, which introduced the Either-Or Rule for scoring.

The Utah Zone Comparison Test (UZCT) — developed by the University of Utah research team, using the Utah Numerical Scoring System with criteria described by Bell, Raskin, Honts, and Kircher (1999) [25]Verified The Utah Numerical Scoring System
Confirms 7-position scoring scale from +3 to -3 and the process of comparing relevant to comparison question reactions
.

The Federal Zone Comparison Test (FZCT) — used by U.S. federal agencies, with specific cutscores of [-6, -3, +6/+1] [20]Verified LXEdge Scoring Rules — Lafayette Instrument
Confirms Federal ZCT cutscores of [-6, -3, +6/+1] and describes Grand Total Rule and Subtotal Score Rule for different exam types
.

The Air Force Modified General Question Test (AFMGQT) — a federal variant that uses a different question arrangement (positions 4, 6, and 8 for relevant questions) [26]Verified APA Research Committee Report on AFMGQT
Confirms AFMGQT question placement at positions 4, 6, and 8 and analysis of outside-issue questions
.

For a broader perspective on how polygraph techniques have evolved, explore our polygraph history timeline.

What a Non-Deceptive Chart Actually Looks Like

Visual Patterns Across Channels

While actual polygraph charts are confidential, understanding what trained examiners observe when reviewing a non-deceptive chart helps demystify the process.

Respiratory Channels (Top Two Tracings): Normal, rhythmic breathing continues relatively undisturbed through and after relevant questions. Following comparison questions, there may be a noticeable change — a brief slowing of the breathing rate, a decrease in breath amplitude, a temporary suppression, or an irregular pattern. The contrast between these patterns is visible and consistent across charts.

Electrodermal Activity (Middle Tracing): Comparison questions produce taller, sharper EDA peaks with longer recovery times. Relevant questions produce smaller EDA responses or no notable response at all. The amplitude difference is clearly visible.

Cardiovascular Channel (Bottom Tracing): The baseline may elevate or show increased pulse amplitude following comparison questions. The tracing remains relatively flat or returns quickly to baseline after relevant questions. Blood pressure rises are more prominent in the comparison question zones.

When an experienced examiner looks at a non-deceptive chart, the overall visual impression is of physiological "quiet" during relevant question zones and physiological "activity" during comparison question zones — a pattern that repeats consistently across each chart presentation.

NDI vs. DI vs. Inconclusive Results

The Three Possible Outcomes

Every polygraph examination conducted using validated techniques produces one of three possible outcomes:

No Deception Indicated (NDI): The examinee's physiological responses consistently showed greater reactivity to comparison questions than to relevant questions across all channels and all chart runs, meeting or exceeding the positive score threshold (typically +6 for the total score rule).

Deception Indicated (DI): The examinee's physiological responses consistently showed greater reactivity to relevant questions than to comparison questions, meeting or exceeding the negative score threshold (typically -6).

Inconclusive (INC) / No Opinion (NO): The physiological data did not clearly and consistently favour either direction. The cumulative score fell in the inconclusive range (typically -5 to +5) [19]Verified A Test of the Cullen and Bradley Order Effect (Inconclusive Range)
Confirms values ranging from -5 to +5 result in no opinion decisions
. This does not mean the person was lying or truthful — it means the data was insufficient to make a definitive determination.

The APA's meta-analysis found an inconclusive rate of approximately 11% for single-issue diagnostic testing and 13% for multiple-issue techniques [27]Verified Meta-Analytic Survey — Inconclusive Rates
Confirms 11% inconclusive rate for single-issue testing and 13% for multiple-issue testing
. An inconclusive result may indicate a need for retesting, as there are legitimate reasons why a polygraph test may not be accurate in a given session.

Common Misconceptions About Passing

What NDI Does and Does Not Mean

A non-deceptive result does not mean the examiner detected "truth" — polygraphs measure physiological responses, not truth directly. An NDI result means that the pattern of physiological responses was consistent with what is observed in truthful examinees across validated research.

Similarly, an NDI result is not a guarantee of innocence — it is a diagnostic opinion based on physiological data. As the NRC (2003) noted, "psychological states often associated with deception do tend to affect the physiological responses that the polygraph measures" but "these same states can arise in the absence of deception" [28]Verified The Polygraph and Lie Detection (Executive Summary)
Confirms NRC finding that psychological states associated with deception can also arise in the absence of deception, and that multiple factors affect polygraph responses
. This is why polygraph results are considered one tool among many in an investigation, not a standalone determinant.

Another common misconception is that you must remain perfectly calm to pass. In reality, some degree of arousal during a polygraph is expected and normal. The examiner is not measuring whether you are anxious — they are measuring whether your anxiety is differentially greater to comparison questions versus relevant questions.

Why Social Media Gets It Wrong

Viral content about polygraph testing — particularly on platforms like TikTok — often promotes oversimplified or inaccurate ideas about how polygraphs work. Our review of TikTok polygraph trends addresses many of these misconceptions. The reality is that polygraph interpretation is a structured forensic analysis, not a simple needle-watching exercise. Understanding why someone who is lying might still agree to take a polygraph can also provide helpful context.

Factors That Affect Non-Deceptive Patterns

Physiological and Psychological Variables

Several factors can influence the clarity and consistency of a non-deceptive response pattern:

Medications and health conditions: Cardiovascular medications, anti-anxiety drugs, and conditions affecting the autonomic nervous system can alter physiological responsiveness. The APA Standards of Practice recommend that examiners make basic inquiries into the medical and psychological condition of the examinee [29]Verified APA Standards of Practice (Examinee Suitability)
Confirms APA standards require inquiry into medical/psychological condition and consideration of observable conditions when evaluating examinations
. Excessive cuff pressure or prolonged inflation can cause discomfort and sympathetic arousal unrelated to question stimuli [30]Verified Cardiovascular Factors in Polygraph Testing
Confirms excessive cuff pressure or prolonged inflation causes discomfort and sympathetic arousal unrelated to question stimuli
.

Test environment: Noise, temperature, and interruptions can introduce artifacts that obscure genuine response patterns.

Examiner competence: The quality of the pretest interview, question formulation, and data collection directly affects result reliability. The APA requires member examiners to complete rigorous training including hundreds of hours of coursework at an APA-approved school, plus an internship [31]Verified About the APA (Training Requirements)
Confirms APA members must complete hundreds of hours of coursework at an APA-approved school plus internship
.

Examinee suitability: Not every individual is an ideal candidate for polygraph testing. Mental, physical, or medical conditions observable by or reasonably known to the examiner should be considered when conducting and evaluating an examination [29]Verified APA Standards of Practice (Examinee Suitability)
Confirms APA standards require inquiry into medical/psychological condition and consideration of observable conditions when evaluating examinations
.

The Importance of Validated Techniques

Non-deceptive determinations are most reliable when made using validated test formats — techniques supported by research conducted in accordance with the APA's research standards [12]Verified APA Standards of Practice
Confirms APA Standards of Practice require evidence-based validated testing techniques and informed consent procedures
. The APA Standards of Practice, most recently updated with an effective date of August 23, 2024 [32]Verified APA Bylaws and Standards (Current Version)
Confirms APA Standards of Practice effective August 23, 2024
, require that examiners use evidence-based validated testing techniques and explain any deviations from validated protocols in writing.

Michael Krapohl, a key architect of APA standards, has contributed extensively to the development of scoring systems and algorithms that underpin modern polygraph practice.

What Happens After an NDI Result

Reporting and Documentation

After determining that a non-deceptive response pattern is present, the examiner prepares a formal report documenting the examination. This report typically includes the technique used, question list, number of chart runs, scoring methodology, numerical scores, and the examiner's diagnostic opinion of NDI.

The APA Standards require that an audio or audio-video recording of all phases of the exam be maintained for a minimum of one year [33]Verified APA Standards of Practice (Audio/Video Recording)
Confirms requirement for audio or audio-video recording maintained for minimum one year
. This documentation supports quality assurance and allows for independent review if needed.

If you are considering taking a polygraph examination, you can book a polygraph test with a qualified examiner who follows APA Standards of Practice. For information about testing availability across the United Kingdom, see our guide to lie detector test services in the UK.

Legal and Professional Context

An NDI result can carry significant weight in various contexts — from criminal defence cases to employment matters and personal relationship disputes. It is important to understand what a polygraph waiver means before agreeing to an examination, and to recognise that polygraph results have been instrumental in resolving famous cases of false accusations.

While the polygraph has faced scrutiny — as explored in cases like Robert Hanssen and the FBI polygraph — the profession has responded by strengthening validation requirements, improving scoring algorithms, and raising examiner training standards. The NRC (2003) itself acknowledged that polygraph testing exhibits "accuracy considerably better than chance under a variety of conditions" [34]Verified The Polygraph and Lie Detection (Conclusions)
Confirms NRC conclusion that polygraph testing exhibits accuracy considerably better than chance under a variety of conditions
.

Frequently Asked Questions

What exactly does No Deception Indicated (NDI) mean?

NDI means the examiner found a consistent pattern of stronger physiological reactions to comparison questions than to relevant questions across all channels and all chart runs. It is the formal way of communicating that the examinee's physiological data is consistent with truthfulness on the specific issues tested.

How accurate are polygraph examinations at identifying non-deceptive patterns?

According to the APA's 2011 meta-analysis of 38 qualifying studies, validated single-issue diagnostic techniques produced an aggregated decision accuracy of 89% (confidence interval 83%–95%), while all validated techniques combined produced 87% accuracy (confidence interval 80%–94%) [3]Verified Meta-Analytic Survey of Criterion Accuracy of Validated Polygraph Techniques
Confirms 89% accuracy for single-issue diagnostic testing and 87% overall for all validated techniques with 11–13% inconclusive rates
. The APA states that examiners following strict training standards can achieve accuracy rates exceeding 90% [4]Verified About the APA
Confirms APA states examiners can attain accuracy rates exceeding 90% through strict adherence to training and education standards
.

Can a truthful person fail a polygraph test?

Yes, false positive results (a truthful person receiving a DI result) can occur, though validated techniques are designed to minimise this risk. The NRC (2003) noted that factors other than deception — such as anxiety about being tested — can affect physiological responses [28]Verified The Polygraph and Lie Detection (Executive Summary)
Confirms NRC finding that psychological states associated with deception can also arise in the absence of deception, and that multiple factors affect polygraph responses
. This is why qualified examiners use validated techniques, proper pretest procedures, and multiple chart runs to reduce error rates.

What score do I need to 'pass' a polygraph?

The specific threshold varies by technique, but for many validated Zone Comparison Test formats, a Grand Total score of +6 or higher indicates a non-deceptive (NDI) result [18]Verified A Test of the Cullen and Bradley Order Effect
Confirms scoring thresholds are generally -6 and +6 with values from -5 to +5 producing no opinion decisions in ZCT
. The Federal ZCT uses cutscores of +6 for the grand total with a minimum of +1 for each subtotal score [20]Verified LXEdge Scoring Rules — Lafayette Instrument
Confirms Federal ZCT cutscores of [-6, -3, +6/+1] and describes Grand Total Rule and Subtotal Score Rule for different exam types
. Your examiner uses predetermined cutoffs established through validation research — you do not need to know or target a specific number.

How many charts need to show a non-deceptive pattern?

A minimum of three chart runs is required by most validated techniques. The non-deceptive pattern should be consistent across all chart presentations. A pattern that appears in one chart but not others is insufficient for an NDI determination — consistency is key to a reliable finding.

Does the computer or the examiner make the final determination?

Most modern examiners use both manual (hand) scoring and computerised algorithms such as PolyScore, CPS, or OSS-3 [14]Verified Appendix F: Computerized Scoring of Polygraph Data
Confirms PolyScore was developed by Johns Hopkins APL and CPS algorithm uses linear discriminant function analysis
[15]Verified The Polygraph and Lie Detection (CPS Algorithm)
Confirms CPS scoring algorithm is based on multivariate linear discriminant function analysis developed at University of Utah
[16]Verified Objective Scoring System Version 3 (OSS-3)
Confirms OSS-3 is a validated computerized scoring algorithm based on sound polygraph testing principles with demonstrable validity across multiple samples
. The OSS-3 algorithm has demonstrated accuracy exceeding the average of experienced human scorers [17]Verified Brute-Force Comparison: A Monte Carlo Study of the Objective Scoring System version 3 (OSS-3) and Human Polygraph Scorers
Confirms OSS-3 accuracy exceeded the average of 10 human scorers on six dimensions including overall accuracy, sensitivity, and specificity
. However, the examiner retains responsibility for the final professional opinion, taking into account data quality, artifacts, and the overall examination context.

What is the difference between the 3-position and 7-position scoring scales?

The 3-position scale assigns scores of -1, 0, or +1 to each comparison spot. The 7-position scale provides greater granularity with scores from -3 to +3. The Defense Academy for Credibility Assessment supports the use of the 7-position scale [13]Verified DoDPI Numerical Evaluation Scoring System (DACA ZCT Manual)
Confirms DACA supports the 7-position scale and details ZCT question structure including comparison, relevant, irrelevant, and symptomatic questions
. Both scales use the same fundamental principle — positive scores indicate a non-deceptive direction — but the 7-position scale allows examiners to capture the magnitude of response differences more precisely.

Can medications affect whether I show a non-deceptive pattern?

Certain medications — particularly those affecting the cardiovascular or autonomic nervous system — can alter physiological responsiveness and potentially affect test results. The APA Standards recommend that examiners inquire about the medical and psychological condition of the examinee and consider observable conditions when evaluating an examination [29]Verified APA Standards of Practice (Examinee Suitability)
Confirms APA standards require inquiry into medical/psychological condition and consideration of observable conditions when evaluating examinations
. Always disclose any medications to your examiner before testing.

Sources & References

1

Confirms distinct physiological activation patterns across respiratory, cardiovascular, and electrodermal channels differentiate truthful from deceptive responding

2

Confirms fight-or-flight paradigm is inadequate as the primary mechanism for polygraph responses; multiple factors including cognitive arousal and behavioral conditioning play roles

3
Meta-Analytic Survey of Criterion Accuracy of Validated Polygraph Techniques
American Polygraph Association (2011) — American Polygraph Association
Verified

Confirms 89% accuracy for single-issue diagnostic testing and 87% overall for all validated techniques with 11–13% inconclusive rates

4
About the APA
American Polygraph Association (2024) — American Polygraph Association
Verified

Confirms APA states examiners can attain accuracy rates exceeding 90% through strict adherence to training and education standards

5
Studies of Autonomic Response Patterns: Rationale and Methods
M. A. Wenger, B. T. Engle, T. K. Clemens (1957) — Behavioral Science
Verified

Confirms methods for simultaneous multi-channel autonomic recording and that approximately 27% of subjects display complete response stereotypy across different stimulus conditions

6
Discoverers of the Galvanic Skin Response
Jan Stefan Widacki (2015) — European Polygraph
Verified

Confirms Féré and Tarchanoff independently discovered that skin electrical properties change with emotional and psychological states

7

Confirms optimal minimum difference for scoring EDA responses was 30% with point-biserial correlation of 0.680

8
APA Minimum Requirements for Recording and Displaying EDA
American Polygraph Association (2023) — American Polygraph Association
Verified

Confirms APA adopted minimum requirements for recording and displaying electrodermal activity in August 2023

9
Cardiovascular and Respiratory Factors Affecting Polygraph Recordings
Polygraph UK (2026) — Polygraph UK
Verified

Confirms cardio cuff is typically inflated to 60–70 mmHg and that excessive pressure can cause sympathetic arousal unrelated to stimuli

10
Polygraph Blood Pressure Sensor Analysis
Polygraph Rubicon (2024) — Polygraph Rubicon
Verified

Confirms polygraph cuff pressure is recommended at 30–60 mmHg, well below clinical blood pressure measurement range of 75–125 mmHg

11
Changes of Response Patterns of Normalized Pulse Volume in the Concealed Information Test
Rieko Tominaga, Shota Yamamoto (2012) — Proceedings of the Annual Convention of the Japanese Psychological Association
Verified

Confirms changes in normalized pulse volume response patterns and atypical responses diverging from expected vasoconstriction in CIT

12
APA Standards of Practice
American Polygraph Association (2024) — American Polygraph Association
Verified

Confirms APA Standards of Practice require evidence-based validated testing techniques and informed consent procedures

13
DoDPI Numerical Evaluation Scoring System (DACA ZCT Manual)
Defense Academy for Credibility Assessment (2006) — Department of Defense
Verified

Confirms DACA supports the 7-position scale and details ZCT question structure including comparison, relevant, irrelevant, and symptomatic questions

14
Appendix F: Computerized Scoring of Polygraph Data
National Research Council (2003) — The National Academies Press
Verified

Confirms PolyScore was developed by Johns Hopkins APL and CPS algorithm uses linear discriminant function analysis

15
The Polygraph and Lie Detection (CPS Algorithm)
National Research Council (2003) — The National Academies Press
Verified

Confirms CPS scoring algorithm is based on multivariate linear discriminant function analysis developed at University of Utah

16
Objective Scoring System Version 3 (OSS-3)
Raymond Nelson, Mark Handler, Donald Krapohl (2008) — Polygraph
Verified

Confirms OSS-3 is a validated computerized scoring algorithm based on sound polygraph testing principles with demonstrable validity across multiple samples

17

Confirms OSS-3 accuracy exceeded the average of 10 human scorers on six dimensions including overall accuracy, sensitivity, and specificity

18
A Test of the Cullen and Bradley Order Effect
Polygraph Journal (2005) — Polygraph
Verified

Confirms scoring thresholds are generally -6 and +6 with values from -5 to +5 producing no opinion decisions in ZCT

19
A Test of the Cullen and Bradley Order Effect (Inconclusive Range)
Polygraph Journal (2005) — Polygraph
Verified

Confirms values ranging from -5 to +5 result in no opinion decisions

20
LXEdge Scoring Rules — Lafayette Instrument
Lafayette Instrument Company (2025) — Lafayette Instrument
Verified

Confirms Federal ZCT cutscores of [-6, -3, +6/+1] and describes Grand Total Rule and Subtotal Score Rule for different exam types

21

Confirms comparative analysis of Backster Either-Or Rule versus federal and Matte Quadri-Track scoring systems

22
The ZCT Typical Question Sequence (CMU Statistical Analysis)
Aleksandra Slavkovic (2003) — Carnegie Mellon University Technical Report
Verified

Confirms ZCT typically uses CRCRCR question sequence pattern

23
DoDPI ZCT Methods Manual
Defense Academy for Credibility Assessment (2006) — Department of Defense
Verified

Confirms ZCT and AFMGQT employ comparison question technique with PLC questions in different formats

24
DoDPI ZCT Methods Manual (You-Phase Format)
Defense Academy for Credibility Assessment (2006) — Department of Defense
Verified

Confirms You-Phase ZCT format and question sequence variations

25
The Utah Numerical Scoring System
B. G. Bell, D. C. Raskin, C. R. Honts, J. C. Kircher (1999) — Polygraph
Verified

Confirms 7-position scoring scale from +3 to -3 and the process of comparing relevant to comparison question reactions

26
APA Research Committee Report on AFMGQT
Raymond Nelson, Mark Handler, M. Oelrich, B. Cushman (2011) — American Polygraph Association
Verified

Confirms AFMGQT question placement at positions 4, 6, and 8 and analysis of outside-issue questions

27
Meta-Analytic Survey — Inconclusive Rates
American Polygraph Association (2011) — American Polygraph Association
Verified

Confirms 11% inconclusive rate for single-issue testing and 13% for multiple-issue testing

28
The Polygraph and Lie Detection (Executive Summary)
National Research Council (2003) — The National Academies Press
Verified

Confirms NRC finding that psychological states associated with deception can also arise in the absence of deception, and that multiple factors affect polygraph responses

29
APA Standards of Practice (Examinee Suitability)
American Polygraph Association (2024) — American Polygraph Association
Verified

Confirms APA standards require inquiry into medical/psychological condition and consideration of observable conditions when evaluating examinations

30
Cardiovascular Factors in Polygraph Testing
Polygraph UK (2026) — Polygraph UK
Verified

Confirms excessive cuff pressure or prolonged inflation causes discomfort and sympathetic arousal unrelated to question stimuli

31
About the APA (Training Requirements)
American Polygraph Association (2024) — American Polygraph Association
Verified

Confirms APA members must complete hundreds of hours of coursework at an APA-approved school plus internship

32
APA Bylaws and Standards (Current Version)
American Polygraph Association (2024) — American Polygraph Association
Verified

Confirms APA Standards of Practice effective August 23, 2024

33
APA Standards of Practice (Audio/Video Recording)
American Polygraph Association (2024) — American Polygraph Association
Verified

Confirms requirement for audio or audio-video recording maintained for minimum one year

34
The Polygraph and Lie Detection (Conclusions)
National Research Council (2003) — The National Academies Press
Verified

Confirms NRC conclusion that polygraph testing exhibits accuracy considerably better than chance under a variety of conditions

35

Confirms Kircher and Raskin (1988) published in Journal of Applied Psychology, 73(2), 291–302, comparing human and computer polygraph data evaluation

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