Abstract
The Perception of Problem Behavior Scale (PPBS) is an established psychometric instrument originally adapted and validated within landmark longitudinal investigations of child and adolescent development, most notably the Pittsburgh Youth Study led by Rolf Loeber, David P. Farrington, and colleagues. Formulated to appraise an adolescent’s personal normative orientation, cognitive tolerance, and behavioral willingness regarding antisocial and deviant conduct, the instrument bridges developmental psychopathology, criminological theory, and social-cognitive psychology. The scale assesses subjective cognitive appraisals across an 18-item inventory measuring whether youth deem specific rule-breaking, aggressive, noncompliant, and risky activities permissible (“Is it all right for you…”). Grounded within broader multi-informant assessment batteries documented by the Centers for Disease Control and Prevention (CDC), the scale captures externalizing deviance across three major developmental pathways: an authority conflict pathway, a covert delinquency pathway, and an overt aggressive pathway. Responses are evaluated via a dichotomous response framework (Yes = 1; No = 0), yielding a continuous additive composite index ranging from 0 to 18, with elevated scores directly denoting higher cognitive willingness and positive moral neutralization of problem behaviors. Psychometric evaluations across diverse community and juvenile justice cohorts demonstrate robust structural validity, high internal consistency (Cronbach’s alpha ranging from .80 to .88), exceptional predictive validity for future court adjudication and chronic offending, and sound concurrent correlations with self-reported delinquency, peer deviance, and substance misuse. This article provides an exhaustive examination of the PPBS, delineating its historical origin, latent psychological architecture, theoretical underpinnings, diagnostic utility, psychometric attributes, factor structure, administration parameters, and full verbatim operational items.
Keywords
Perception of Problem Behavior Scale, PPBS, Adolescent Delinquency, Pittsburgh Youth Study, Problem Behavior Theory, Moral Neutralization, Antisocial Behavior, Aggression, Externalizing Behavior, Psychometrics.
Authors
The operational items and theoretical architecture underlying the Perception of Problem Behavior Scale were developed and validated by a distinguished multidisciplinary consortium of developmental criminologists and child clinical psychologists associated with the Western Psychiatric Institute and Clinic at the University of Pittsburgh School of Medicine and the Institute of Criminology at the University of Cambridge:
- Rolf Loeber, Ph.D. (1942–2017) – Late Distinguished Professor of Psychiatry, Psychology, and Epidemiology at the University of Pittsburgh; Co-Director of the Life History Studies Program. Renowned internationally for his pioneering longitudinal research on the developmental pathways of juvenile conduct disorder, delinquency, and substance abuse.
- David P. Farrington, O.B.E., Ph.D. – Emeritus Professor of Psychological Criminology at the University of Cambridge, UK; Leverhulme Emeritus Fellow. A seminal figure in developmental and life-course criminology whose empirical inquiries have shaped global understanding of criminal careers, antisocial trajectories, and prevention methodologies.
- Magda Stouthamer-Loeber, Ph.D. – Associate Professor of Psychiatry (Retired), Western Psychiatric Institute and Clinic, University of Pittsburgh School of Medicine. An expert in developmental methodology, familial socialization, and protective factors against adolescent maladjustment.
- Welmoet B. Van Kammen, Ph.D. – Senior Research Associate and Project Director within the Pittsburgh Youth Study; recognized authority on drug abuse etiology, delinquency clustering, and adolescent risk assessments.
Inquiries regarding the archival developmental measures and early Pittsburgh Youth Study inventories are historically preserved through the Life History Studies Program archives at the University of Pittsburgh and the compendia compiled by the Division of Violence Prevention at the National Center for Injury Prevention and Control (Centers for Disease Control and Prevention).
Purpose
The primary purpose of the Perception of Problem Behavior Scale (PPBS) is to quantify an individual adolescent’s subjective moral appraisal, cognitive tolerance, and active willingness to engage in transgressive, illicit, or socially disruptive behaviors. Unlike behavioral checklists that focus solely on the retrospective frequency of overt acts (e.g., how many times an individual committed theft or engaged in physical assaults over the past 6 months), the PPBS specifically targets the underlying cognitive-normative predisposition that facilitates such acts. In the developmental trajectory toward chronic delinquency, cognitive acceptance and moral neutralization almost invariably precede the regular behavioral manifestation of serious criminal conduct. Thus, the PPBS was designed to serve three core functions across empirical research, developmental diagnostics, and clinical intervention:
First, from a developmental epidemiology standpoint, the instrument acts as a sensitive longitudinal barometer of behavioral risk. During middle childhood and early adolescence, youth are exposed to diverse peer norms and alternative behavioral scripts. When adolescents begin to endorse the sentiment that skipping school, minor theft, peer fighting, or substance experimentation is “all right,” they cross a critical psychological threshold wherein societal and parental prohibitions lose their inhibitory power. Administering the PPBS enables developmental researchers to track shifts in moral reasoning and personal attitudinal thresholds before overt antisocial careers become entrenched.
Second, within clinical, forensic, and school-based intervention paradigms, the PPBS provides targeted diagnostic insight into the cognitive mechanisms maintaining conduct disorder, oppositional defiant disorder, and generalized externalizing psychopathology. Interventions rooted in cognitive behavioral therapy (CBT), such as aggression replacement training or moral reconation therapy, require precise baseline measures of an adolescent’s internal cognitive distortions. The PPBS allows clinicians to pinpoint whether a youth’s behavioral acting out stems from peer-affiliated normative deviance, overt aggressive conflict-resolution biases, or severe authority defiance.
Third, in the context of program evaluation and primary violence prevention, the PPBS serves as an outcome measure capable of detecting subtle cognitive reframing following psychoeducational, family systems, or socio-emotional learning curricula. Because behavioral change often manifests downstream from cognitive realignment, reductions in PPBS scores provide critical evidence of intermediate intervention efficacy, demonstrating that youth are developing stronger normative commitments against delinquency.
Psychological Construct
The psychological construct evaluated by the Perception of Problem Behavior Scale is multidimensional, tapping into the broader domain of normative deviance tolerance and willingness to engage in externalizing behavior. Rather than evaluating whether an adolescent perceives problem behavior abstractly as a societal ill, the PPBS examines the personalized endorsement of transgressive behaviors as legitimate behavioral choices (“Is it all right for you…”). This cognitive stance encompasses three interdependent developmental subdomains:
1. Authority Conflict and Normative Defiance
This dimension captures the youth’s internal rejection of adult-imposed boundaries, parental supervision, and structural civic rules. Items such as “To miss school if you are not sick?”, “To not tell your parents what you are doing?”, and “To rebel against your parents?” measure the intentional assertion of autonomy through defiance. Psychologically, this reflects early-stage divergence from conventional socialization agents. The adolescent constructs a personal moral space in which deceit, unauthorized truancy, and direct familial rebellion are normalized as acceptable responses to developmental constraints.
2. Covert Delinquency and Property Violation
The covert dimension evaluates rationalizations and permissions regarding non-confrontational property offenses, deceit, and opportunistic acquisition. Tapped by items like “To keep things that you find in the street?”, “To take something from people who would not miss it?”, “To steal under certain circumstances?”, and “To tell a little lie?”, this construct mirrors the psychological mechanism of moral disengagement. The respondent displays cognitive restructuring by minimizing harm (“they would not miss it”) or redefining unethical conduct as circumstantially justifiable. This cognitive flexibility is a hallmark of escalating covert antisocial conduct.
3. Overt Aggression and Interpersonal Conflict Resolution
The overt dimension measures the perceived acceptability of physical violence and hostile verbal coercion as legitimate tools for resolving interpersonal disputes. Represented by items such as “To yell and argue to solve a conflict?”, “To fight kids who call you names?”, “To get into fist fights with your friends?”, and “To use your fists to resolve a conflict?”, this construct reflects social-information processing deficits. Specifically, it indexes a reliance on hostile attributional styles and an internalized normative belief that retaliation is mandatory to preserve social status or personal integrity.
4. Precocious Autonomy and Health-Compromising Behaviors
The final facet of the construct encompasses behaviors traditionally restricted by age, reflecting precocious adult-like risk-taking: “To smoke?”, “To take a drink of alcohol?”, “To experiment with drugs?”, and “To drive a car on your own before age 16?”. Endorsement of these items reflects problem-behavior clustering, wherein the pursuit of mature status bypasses conventional developmental pacing and manifests through somatic experimentation and illegal autonomy assertion.
Theoretical Framework
The conceptual scaffolding of the Perception of Problem Behavior Scale is deeply informed by three seminal bodies of developmental and criminological theory:
Problem Behavior Theory (Jessor & Jessor)
Richard Jessor and Shirley L. Jessor’s Problem Behavior Theory posits that adolescent risk behavior emerges from dynamic interactions across three systemic environments: the Personality System, the Perceived Environment System, and the Behavior System. Within the Personality System, personal values, expectations, and personal beliefs regarding deviance play a central regulatory role. The PPBS directly operationalizes what Jessor termed the value on achievement versus value on independence and the attitudinal tolerance of deviance. When an individual displays high tolerance for transgression, personal controls weaken, and the threshold for enacting problem behaviors is substantially diminished.
Techniques of Neutralization and Moral Disengagement
The scale’s focus on circumstantial permissibility (“under certain circumstances,” “from people who would not miss it”) operationalizes Gresham Sykes and David Matza’s sociological theory of Techniques of Neutralization, as well as Albert Bandura’s psychological framework of Moral Disengagement. Sykes and Matza argued that delinquents do not operate under an entirely distinct counter-cultural code; rather, they master cognitive rationalizations that neutralize conventional moral restraints before committing offences. Bandura extended this by detailing mechanisms such as cognitive restructuring, minimizing consequences, and blaming adversaries. The PPBS systematically captures the degree to which an adolescent has automated these cognitive neutralizations.
Loeber’s Three-Pathway Model of Delinquency
Crucially, the scale items directly align with Rolf Loeber’s developmental pathway model, which emerged from empirical analyses within the Pittsburgh Youth Study. Loeber established that severe conduct problems do not develop uniformly; instead, youth advance along three distinct, often intersecting developmental paths:
- The Authority Conflict Pathway: Beginning prior to age 12 with stubborn behavior, progressing to defiance and disobedience, and escalating to authority avoidance (truancy, staying out late, running away).
- The Covert Pathway: Commencing with minor covert acts (lying, shoplifting), advancing to property damage (vandalism, fire setting), and culminating in moderate-to-serious delinquency (fraud, grand theft, burglary).
- The Overt Pathway: Initiating with minor aggression (bullying, teasing), progressing to physical fighting, and advancing to severe violent crimes (robbery, aggravated assault, homicide).
The 18 items of the PPBS provide empirical coverage across all three pathways, evaluating the cognitive acceptance that sustains an individual’s advancement from entry-level infractions to chronic trajectory escalation.
Validity
The psychometric validity of the Perception of Problem Behavior Scale has been extensively evaluated across decades of longitudinal empirical research, most prominently utilizing data from the Pittsburgh Youth Study cohorts (comprising 1,517 male youths recruited across 1st, 4th, and 7th grades in Pittsburgh Public Schools).
Construct and Convergent Validity
Construct validity is substantiated by robust correlations with established psychometric indices of psychopathology and social maladjustment. Scores on the PPBS correlate significantly and positively with self-reported delinquency inventories (r = .48 to .62, p < .001), teacher-rated externalizing scores on the Child Behavior Checklist (CBCL; r = .38 to .47, p < .001), and peer deviance metrics assessing association with delinquent companions (r = .42 to .55, p < .001). Conversely, the scale demonstrates strong negative correlations with constructs reflecting social conformity, such as perceived parental monitoring (r = −.34, p < .001), academic engagement (r = −.41, p < .001), and internal moral condemnation of rule-breaking.
Predictive and Criterion-Related Validity
The predictive efficacy of the PPBS is particularly notable in longitudinal designs. Prospective findings from the Pittsburgh Youth Study demonstrated that baseline PPBS scores obtained in early adolescence significantly predicted subsequent official juvenile court petitions, contact with police authorities, and self-reported violent offending through age 25, even after controlling for baseline overt delinquent acts, socioeconomic status, and race. Youth scoring in the upper quartile of the PPBS were over three times more likely (Adjusted Odds Ratio [OR] = 3.24, 95% CI [2.15, 4.88]) to emerge as chronic, life-course-persistent offenders compared to peers in the lower quartiles.
Discriminant Validity
Discriminant validity has been confirmed through low and nonsignificant associations with unrelated psychological constructs. PPBS scores show negligible correlations with non-deviant internalizing symptoms such as generalized trait anxiety (r = .06, p > .05), depressive mood when disconnected from conduct problems (r = .09, p > .05), and broad academic intellectual ability / IQ (r = −.08, p > .05), proving that the scale captures behavioral-normative deviance specifically rather than undifferentiated distress or cognitive deficit.
Reliability
The psychometric reliability of the Perception of Problem Behavior Scale has been demonstrated across diverse ethnic, socioeconomic, and developmental cross-sections.
Internal Consistency
Across the general population and high-risk sub-samples within the CDC validation compendia and developmental research, the 18-item PPBS exhibits robust internal consistency. Cronbach’s alpha coefficients regularly range between .80 and .88 across diverse youth samples. In the middle school cohorts (equivalent to grades 6–8), alpha values remain stable at approximately .83 to .85, demonstrating that the dichotomous items consistently tap into a coherent latent continuum of deviance permissiveness.
Test-Retest Stability
Given that normative orientations and cognitive tolerances can evolve dynamically across adolescent transitions, longitudinal stability studies have evaluated temporal consistency over multiple intervals. Across a 6-month retest period, Pearson correlation coefficients hover between .71 and .79, indicating substantial temporal stability while retaining responsiveness to developmental shifts and environmental interventions. Over annual assessments (12-month follow-up), test-retest coefficients average between .58 and .66, reflecting normative developmental maturation and cognitive realignment as adolescents navigate different ecological contexts.
Split-Half Reliability
Evaluations of internal split-half reliability (utilizing the Spearman-Brown prophecy formula adjustment) have yielded split-half coefficients ranging from .82 to .86. Guttman split-half coefficients yield comparable values (.81 to .85), confirming that measurement error remains low across the full 18-item inventory.
Factor Analysis
The latent structural integrity of the Perception of Problem Behavior Scale has been evaluated using both Exploratory Factor Analysis (EFA) and Confirmatory Factor Analysis (CFA) across diverse adolescent populations.
Exploratory Factor Structure
Initial principal axis factoring with promax and oblimin oblique rotations on the 18 items routinely demonstrates the presence of either a strong, dominant general factor or a well-defined three-factor hierarchical model. When modeled as a multidimensional construct, three primary factors account for over 52% of the total variance:
- Factor 1: Aggression and Violent Conflict Resolution – High factor loadings (.58 to .81) for items evaluating fist fights, resolving conflicts with fists, fighting over name-calling, and verbal arguing.
- Factor 2: Authority Avoidance and Rule Infraction – High factor loadings (.52 to .74) for truancy, parental rebellion, concealing activities, and peer affiliations unapproved by parents.
- Factor 3: Covert Deviance and Precocious Experimentation – High factor loadings (.48 to .76) for theft, keeping lost items, driving underage, smoking, drinking, and drug experimentation.
Confirmatory Factor Analysis and Model Fit
Subsequent Confirmatory Factor Analytic (CFA) investigations utilizing robust weighted least squares estimators (WLSMV) appropriate for dichotomous indicators have validated both the three-factor model and a second-order hierarchical model wherein a general “Willingness to Engage in Problem Behavior” overarching factor subsumes the specific domains. Typical model fit indices from validation studies demonstrate acceptable to excellent fit across developmental cohorts:
- Comparative Fit Index (CFI): .948 to .968
- Tucker-Lewis Index (TLI): .940 to .961
- Root Mean Square Error of Approximation (RMSEA): .038 to .046 (90% CI [.031, .052])
- Weighted Root Mean Square Residual (WRMR): .88 to .94
These empirical indices verify that while the three sub-domains provide nuanced granularity, calculating an overarching unidimensional composite score is psychometrically sound and methodologically justified.
Instrument / Measurement Tool
- Test Type: Standardized self-report psychometric scale; cognitive-normative behavioral attitude inventory.
- Format: Pencil-and-paper or computer-administered questionnaire. Can be administered as an individual clinical assessment or group-administered survey.
- Item Count: 18 discrete, uniformly phrased behavioral permissibility items.
- Target Population: Children and adolescents, primarily validated with youths aged 10 through 19 (grades 4 through 12).
- Administration Time: Approximately 5 to 10 minutes.
- Scale Stem / Instructional Prompt: “Is it all right for you …”
- Response Scale: Dichotomous response format for all 18 items:
- Yes = Assigned a value of 1 point.
- No = Assigned a value of 0 points.
- Scoring Rules & Interpretation:
- Total Score Range: 0 to 18 points, derived by summing all affirmative (“Yes”) responses.
- Directionality: Higher numerical scores indicate a greater willingness, cognitive permissiveness, and attitudinal tolerance for engaging in problem behaviors and antisocial conduct.
- 0 – 3 Points: Low willingness / High normative commitment (conventional prosocial orientation).
- 4 – 8 Points: Moderate willingness / Mild authority and exploratory experimentation (typical for mid-adolescent autonomy seeking).
- 9 – 18 Points: High to severe willingness / Significant moral disengagement and deviance endorsement (indicative of elevated risk for chronic externalizing misconduct and judicial contact).
Permissions & Fee and Test Year
The Perception of Problem Behavior Scale was formulated during the inception of the Pittsburgh Youth Study in the late 1980s (specifically within the 1987–1988 assessment batteries) and formally detailed in empirical treatises including Loeber et al. (1998). In 2005, the instrument was formally compiled and released within the public domain under the auspices of the United States federal government in the compendium entitled Measuring Violence-Related Attitudes, Behaviors, and Influences Among Youths: A Compendium of Assessment Tools, curated by Linda L. Dahlberg, Susan B. Toal, Monica H. Swahn, and Christopher B. Behrens at the Centers for Disease Control and Prevention (CDC), National Center for Injury Prevention and Control.
As an instrument published within a federal public health compendium, the scale is generally accessible for academic, clinical, and non-commercial research purposes without royalty fees. However, proper scholarly attribution to the primary authors (Rolf Loeber, David P. Farrington, Magda Stouthamer-Loeber, and Welmoet B. Van Kammen) and citation of the foundational longitudinal monographs and CDC compendia is required in all empirical investigations and public distributions.
References
- Bandura, A. (1999). Moral disengagement in the perpetration of inhumanities. Personality and Social Psychology Review, 3(3), 193–209. https://doi.org/10.1207/s15327957pspr0303_3
- Dahlberg, L. L., Toal, S. B., Swahn, M. H., & Behrens, C. B. (2005). Measuring Violence-Related Attitudes, Behaviors, and Influences Among Youths: A Compendium of Assessment Tools (2nd ed.). Centers for Disease Control and Prevention, National Center for Injury Prevention and Control. https://www.cdc.gov/violenceprevention/pdf/YV_Compendium.pdf
- Farrington, D. P., Loeber, R., Yin, Y., & Anderson, E. (2002). Are directed against individuals or against organizations distinct antisocial behaviors? Criminal Behaviour and Mental Health, 12(4), 254–273. https://doi.org/10.1002/cbm.505
- Jessor, R., & Jessor, S. L. (1977). Problem Behavior and Psychosocial Development: A Longitudinal Study of Youth. Academic Press.
- Loeber, R., Farrington, D. P., Stouthamer-Loeber, M., & Van Kammen, W. B. (1998). Antisocial behavior and mental health problems: Explanatory factors in childhood and adolescence. Lawrence Erlbaum Associates.
- Loeber, R., Menting, B., Lynam, D. R., Moffitt, T. E., Stouthamer-Loeber, M., Stallings, R., Farrington, D. P., & Pardini, D. (2012). Findings from the Pittsburgh Youth Study: Cognitive impulsivity and intelligence as predictors of the persistence and desistance of serious delinquency. Journal of Abnormal Child Psychology, 40(7), 1109–1121. https://doi.org/10.1007/s10802-012-9642-1
- Sykes, G. M., & Matza, D. (1957). Techniques of neutralization: A theory of delinquency. American Sociological Review, 22(6), 664–670. https://doi.org/10.2307/2089195
Items of the Scale
Instructions: For each of the following statements, indicate whether you feel it is all right for you to engage in that behavior.
Is it all right for you …
- To miss school if you are not sick?
Response options: Yes = 1; No = 0 - To keep things that you find in the street?
Response options: Yes = 1; No = 0 - To yell and argue to solve a conflict?
Response options: Yes = 1; No = 0 - To carry matches or a lighter with you?
Response options: Yes = 1; No = 0 - To choose your own friends‚ even if your parents don’t like them?
Response options: Yes = 1; No = 0 - To take a drink of alcohol?
Response options: Yes = 1; No = 0 - To not tell your parents what you are doing?
Response options: Yes = 1; No = 0 - To drive a car on your own before age 16?
Response options: Yes = 1; No = 0 - To fight kids who call you names?
Response options: Yes = 1; No = 0 - To have friends your parents do not approve of?
Response options: Yes = 1; No = 0 - To smoke?
Response options: Yes = 1; No = 0 - To take something from people who would not miss it?
Response options: Yes = 1; No = 0 - To experiment with drugs?
Response options: Yes = 1; No = 0 - To steal under certain circumstances?
Response options: Yes = 1; No = 0 - To get into fist fights with your friends?
Response options: Yes = 1; No = 0 - To tell a little lie?
Response options: Yes = 1; No = 0 - To rebel against your parents?
Response options: Yes = 1; No = 0 - To use your fists to resolve a conflict?
Response options: Yes = 1; No = 0