PB JAM's science eliminates what doesn't work in professional development: generic content you already know, homework assignments that pile up, group projects with strangers who share your job title but not your challenges, and self-learning plans where progress means logging more hours in front of a screen.
Instead, it focuses on what does work: identifying your specific needs right now, giving you practical steps you can act on immediately, and putting your progress in front of three independent lenses - peers from outside your professional bubble who see what those inside it can't, facilitators who know where blind spots hide, and the stakeholders who observe you in action every day.
Accessible from a screen in your hand. No classrooms. No fixed schedules to juggle. Just your growth - with confidence.
This page tells you specifically which research we drew on, what it actually found, and where its limitations are. It tells you what our assessment thresholds are and what they are not. It tells you what our outcome data shows and how we defined the outcomes - including where the evidence base is still developing and we are not yet able to make the claim we would like to make.
If you find something here that does not hold up, we want to know.
The PB JAM assessment takes 30 minutes. You answer questions about your own behavior at work. A selection of your stakeholders - colleagues, direct reports, managers, clients, peers across functions - answer questions about the same behaviors, separately and anonymously. The result is a diagnostic that shows you not just how you see yourself, but where your self-perception diverges from how you actually behave and how others actually experience you.
That three-way picture is what makes the output usable. Most assessments give you one view. PB JAM gives you three - and the gaps between them are where the insight lives.
The assessment captures three independent data points for each of six behavioral facets:
| Dimension | What It Captures | Scale |
|---|---|---|
| Self-Perception SP | How capable do you believe you are in this area? | 1 = Not Skilled → 4 = Strong |
| Behavioral Frequency BF | How often do you actually demonstrate the associated behaviors? | 1 = Rarely → 4 = Almost Always |
| Stakeholder Feedback SF | How do the people who work with you experience your behavior in this area? | 1 = Not Skilled → 4 = Strong |
The six facets - Communication, Collaboration, Leadership, Being Organized, Work-Life Balance, and Being Valuable - were selected because they appear consistently in the research literature on workplace effectiveness and because they are behavioral rather than trait-based. Behavioral means observable and changeable. Trait-based means fixed and dispositional. The distinction matters because only one of them is a useful target for development.
The diagnostic maps patterns across these three dimensions. Some patterns indicate alignment - your self-perception, your behavior, and your stakeholders' experience converge. Others indicate divergence at varying degrees of significance.
On the diagnostic thresholds: The gap thresholds in the PB JAM framework - the boundaries between what we call Aligned, Mild, Moderate, Significant, and Critical gaps - are practical heuristics developed through the assessment design process. They are not empirically validated cut-points derived from a normative dataset. We use them because they produce diagnostically useful output. We name them clearly here because you deserve to know what they are and what they are not. This is also stated in the assessment report itself.
On how PB JAM compares to other tools: CliftonStrengths and DiSC are self-report instruments - one data point, not three. Hogan Assessments are trait-based and priced for selective executive use. The Korn Ferry 360 is the closest structural comparator - it captures multiple perspectives - but is typically priced at $995 - $8,500 per person and deployed selectively. PB JAM's three-pronged structure is designed for organization-wide deployment at accessible pricing.
The assessment is not just asking the right questions. It is designed to ask them in ways that reduce the sources of noise that typically compromise self-report and peer-report data.
Five disciplines inform the assessment's design.
The assessment tells you precisely where to focus. The program is how you actually get there.
The Better You Program is a 12-week cohort journey. You meet weekly with a group of peers - professionals from different companies, functions, and industries - to work on the specific behaviors your assessment identified. By the end, you have visible progress on self-identified behaviors, peer accountability built deliberately rather than assumed, and documented outcomes you can use in performance reviews and development conversations.
The program is not training. Training teaches you concepts. The Better You Program changes what you do on Monday morning.
Most peer development programs assume psychological safety exists and proceed from there. PB JAM builds it deliberately before any growth work begins.
The opening sessions are structured around exercises - Elevator Pitch, Similarity-Dissimilarity, Critical Friend, Feed Forward Interviews, Personal Code of Success - sequenced specifically to create conditions of genuine trust within the cohort. Not simulated trust. Not assumed trust. The kind of trust that makes it possible to hear difficult feedback without becoming defensive, and to give honest feedback without worrying about the relationship.
The reason peer development programs often feel superficial is not that people do not want to engage. It is that the safe space was never actually built. PB JAM front-loads this work because everything that follows depends on it.
With psychological safety established, participants translate their assessment results into specific, actionable behavioral targets. The primary mechanism is DailyStruggles© - a framework that inverts the typical professional development sequence.
Most development programs start with skills and ask participants to find applications. DailyStruggles© starts with your actual daily reality - the calendar item that produces dread, the inbox thread that never resolves, the meeting that consistently goes sideways - and traces it back to a specific PB JAM facet, then to a specific behavior, then to a SMART-Step©.
The SMART-Step© is calibrated to behavioral frequency: small enough to execute within a single week, specific enough to track honestly, anchored to the behavior rather than the outcome. The target is not to become a better communicator by the end of the program. It is to do one specific thing differently in one specific recurring situation by next Tuesday.
The final phase is where accountability and validation converge. Participants bring their SMART-Step© results to the group and analyze what worked and what did not using the ABC framework - Antecedent, Behavior, Consequence. The analysis produces what to do differently, not self-criticism about what went wrong.
At defined program points, stakeholders complete a second round of ratings on the same facets and behaviors worked on during the program. The output is a structured, documented record of observable change - usable directly in performance reviews, development dialogues, and 1:1 conversations with managers.
Three mechanisms work together to make peer accountability function rather than fade.
The science does not change across PB JAM's three program types. The dose and depth do.
| Mechanism | Lightning Workshop Light | Micro-Credential Medium | Better You Program Full |
|---|---|---|---|
| Safe space construction | Small groups of 3-6 within a single session | Shared async preparation creates common ground before synchronous work begins | Two dedicated forming sessions before any growth work begins |
| Behavioral anchoring | Personalize the core concept to your specific daily reality | Role plays and case studies followed by individual reflection on personal application | DailyStruggles© traces daily friction back to a specific facet, behavior, and SMART-Step© |
| Precision goal-setting | At minimum, one immediately usable individual insight; structured action plans with stakeholder feedback options at 30, 60, and 90 days (depending on format) | 1-2 SMART-Steps© for the following week | Full SMART-Step© framework with weekly tracking and ABC analysis |
| Peer accountability | In-session small group work | Peer ranking within a cohort of 6 - see note below | Mutual accountability via Critical Friend framework across a cross-company, cross-function cohort |
| Validated outcomes | Individual insight the participant can act on immediately; structured follow-up options at defined intervals | 100% quiz threshold before synchronous participation; peer ranking at program close | Structured stakeholder re-rating at defined program points; output usable in performance reviews |
In the micro-credential program, participants rank each other - they do not rate. When asked to rate peers on a scale, participants consistently inflate scores toward the top, producing no signal. Ranking within a defined group forces genuine discrimination. If six people are in a cohort, only one can be ranked first. That structure produces information rather than noise.
It also reduces the social difficulty of giving an honest assessment: relative ranking makes honesty structurally easier than absolute rating.
Before the synchronous micro-credential workshop, participants must score 100% on a multiple-choice quiz. The threshold exists because the synchronous session only works if every participant arrives with the same conceptual foundation. A group discussion in which some participants understand the core concept and others do not wastes the time of those who prepared.
The quiz draws randomly from a larger question pool. Genuine understanding, not memorization, is what it measures - the same design principle that governs the behavioral statement pool in the assessment. The goal is not to screen people out. It is to ensure the synchronous session can operate at the level of application and reflection rather than remediation.
Cohort size is capped at 6, with a minimum of 3. This reflects what the peer assessment research literature actually shows:
Jackson et al. (2018) found peer graders collectively within ~9-10% variance of expert scores. Luo, Robinson & Park (2014) found a minimum of 3 raters required for moderate inter-rater reliability; 5 raters produced substantially stronger reliability. Xiong, Schunn & Wu (2023), drawing on data from 374 courses and nearly 20,000 students, found peer assessment quality peaks at ~3 raters and declines as workload increases beyond 5-6.
The 3-to-6 range is the empirically supported zone. Below it, reliability is insufficient. Above it, engagement quality deteriorates.
We report outcome data in three tiers, because they measure different things and it would be misleading to combine them into a single number.
A representative selection by discipline is below. The complete reference base - 190+ articles - is available on request.
