Simulation Library
Decision Reconstruction Simulations: Operational Library
When a consequential decision is questioned long after it is made, the record becomes the only witness. These reviewer-calibration exercises are organized by operational condition. Each simulation presents a record scenario and a reviewer question that examines whether the record can explain why the decision was made: the basis, reasoning, evidence, and chronology. Exercises surface Decision Reconstruction Risk conditions that routinely appear across HR, investigation, compliance, and administrative review environments.
Operates within existing workflows. No software migration required.
Operational scope
These exercises do not produce legal conclusions, compliance determinations, or investigative findings. They are reviewer practice materials. All records are fictional and created for calibration purposes only. Any resemblance to real persons, organizations, or events is coincidental.
Chronology Review
Escalation Review
AI-Assisted Interpretation
Comparator Review
Reviewer Disagreement
Reconstruction Review
Chronology Review
Category 01: Sequence & Timeline Instability
Exercises focused on whether the sequence of events can be independently established from the file. The record may describe what happened without establishing when, or compress a multi-month sequence into language that provides no temporal anchoring.
CHRON-01
Event Sequence Reconstruction
A performance record references "prior incidents" and "prior counseling discussions" throughout. Dates are absent. The author described a pattern of behavior spanning approximately six months. The record is now under escalation review by someone who was not involved in the original documentation.
Can the sequence of events be independently established from the file alone, or does reconstruction require access to the original author?
CHRON-02
Improvement Plan Timeline Gap
A termination record references a 90-day performance improvement plan. The plan start date, interim check-ins, and final outcome are mentioned but not dated. The record was filed 11 months after the improvement plan concluded. The manager who administered the plan is no longer with the organization.
Can the improvement plan timeline be reconstructed from what is in the file? What anchors exist, and what would a later reviewer need to verify the sequence?
CHRON-03
Multi-Author Chronology
An investigation summary was drafted by one investigator and finalized by a second, two weeks later. A third reviewer added notes before the case closed. The record contains three distinct narrative voices. Each references events slightly differently. Some dates conflict by one to three days across accounts.
What sequence does the file establish? Where do the three accounts diverge, and how would a later reviewer determine which account governs the record?
CHRON-04
Post-Incident Documentation Delay
A workplace incident occurred in February. The initial incident report was completed in April. A follow-up memo was written in June and references events from "earlier in the year." The accommodation review that followed in August references the February incident by date but cites the June memo as the record.
Which document establishes the authoritative timeline? How would a reviewer determine whether the June memo reflects what actually happened in February, or what was reconstructed from memory in June?
Escalation Review
Category 02: Escalation Trail & Counseling Support
Exercises focused on whether the escalation basis is visible in the file. Escalation failures most often originate from undocumented coaching. The manager remembered the conversations, but the file does not reflect them.
ESCL-01
Counseling Trail Verification
A termination record states the employee "received three prior warnings regarding attendance." Review the case file. One counseling memo is on file from seven months earlier. A second is referenced but not attached. The third is described in the termination record itself but appears in no prior document.
Are three prior warnings on file? What would a later auditor find if they reviewed the escalation trail for this record?
ESCL-02
Pattern Conduct Without Dates
A disciplinary record describes a "pattern of insubordination over the past year." Three incidents are described narratively. None are dated. No incident reports are referenced. The record was prepared by the department manager without HR involvement. It advanced to formal discipline without secondary review.
Can the pattern be independently established from this file? What would a challenged escalation require that is currently absent?
ESCL-03
Verbal Counseling Reference
A formal performance improvement plan references "multiple verbal counseling sessions over the past four months." No documentation of verbal counseling is on file. The plan itself was the first formal document in the case file. The HR business partner who prepared the plan recalls the verbal sessions but did not document them at the time.
What escalation basis exists in the file? What is absent. How would a later reviewer assess whether the verbal counseling actually occurred?
ESCL-04
Threshold Consistency Across Reviewers
Two employees in the same department received formal discipline for similar attendance violations within a six-month period. One record includes three documented warnings and a counseling memo. The other includes one written warning and two verbal references. Both escalated to the same level. Both were reviewed by different HR business partners.
What explains the difference in documentation depth between the two escalation records? Would both trails withstand independent scrutiny at the same level?
AI-Assisted Interpretation
Category 03: Generated Language & Source Verification
Exercises focused on the specific documentation risk introduced by AI drafting tools: confident conclusions without identifiable source support. The generated output reads with equal confidence whether the underlying notes are complete or fragmentary.
AI-01
Source Note Verification
An AI-assisted summary of a performance review states: "Employee demonstrates persistent resistance to feedback and has shown ongoing difficulty collaborating with colleagues." The source notes from three review meetings are brief. Two meetings have no notes. One has a bullet list of attendance figures. None describe the behaviors the summary characterizes.
Which characterizations in the AI summary are supported by identifiable source material? Which were introduced by the model and are not present in the notes?
AI-02
Confidence vs. Source Support
An AI-generated termination narrative presents the following conclusion: "After exhaustive progressive discipline over 14 months, the employee's performance remained below expectations despite documented interventions." The case file contains one formal warning and two manager notes. The 14-month period is not referenced in any prior document.
Does the source material support the level of confidence expressed in the AI narrative? What would a later reviewer find when they attempted to verify "exhaustive progressive discipline over 14 months"?
AI-03
Language Origin Identification
A disciplinary record was drafted using an AI writing assistant. The final document contains several phrases not present in any source notes, emails, or prior records: "repeated failure to meet basic expectations," "serious concerns about professional conduct," and "escalating pattern of behavior." The original notes describe two missed deadlines and one meeting attendance issue.
Identify which phrases originated from AI output and are not reflected in source materials. What characterization risk does each phrase introduce at a later escalation or audit?
AI-04
Source Verification Before Finalization
An HR coordinator submitted an AI-assisted accommodation record without reviewing the generated output against the source consultation notes. The record states "employee declined all offered accommodations." The source notes reflect that two accommodations were declined, one was accepted conditionally, and the discussion continued. The record entered the HRIS unrevised.
What gap exists between the AI-generated summary and the source documentation? What review step would have identified this before the record was filed?
Comparator Review
Category 04: Consistency & Treatment Disparity
Exercises focused on whether similar records received consistent treatment. Comparator review applies when escalation patterns, documentation density, or outcome rationale differ across records that should be internally consistent.
COMP-01
Escalation Consistency Check
Two employees in the same department, same job classification, received written warnings for the same policy violation within three months of each other. Employee A's record includes dates, a policy reference, prior verbal counseling documentation, and a supervisor signature. Employee B's record includes the policy violation but no dates, no prior counseling reference, and no signature. Both were escalated to the same formal level.
Would both records withstand the same level of scrutiny? If the two records were reviewed side by side at a later audit, what disparity would a reviewer identify?
COMP-02
Documentation Density Disparity
A termination record from Department A contains 12 pages: incident reports, counseling memos, performance notes, an improvement plan, and final decision documentation. A termination record from Department B for a similar violation contains two pages: the termination notice and a brief summary paragraph. Both are in the same organizational unit and were reviewed by the same HR director.
What would a later reviewer conclude about the disparity in documentation depth? How would the two records compare if placed under the same level of audit scrutiny?
COMP-03
Contextual Reinterpretation Across Time
A performance record was reviewed at the time of drafting and marked satisfactory. The same record was reviewed 18 months later during a compliance audit. The auditor noted that a prior accommodation request by the employee, which was not on file at the time of the performance review, had been submitted and denied three weeks before the performance review period began. The original reviewer had no knowledge of this.
Does the later contextual information change the interpretive basis for the performance record? What would a reviewer need in the file to explain the timing relationship between the accommodation denial and the performance period?
COMP-04
Supervisor-Level Treatment Variation
Three supervisors in the same department applied the same attendance policy over a 12-month period. Supervisor A documented every absence with a dated memo. Supervisor B used informal emails, none of which appear in the case files. Supervisor C documented nothing until the formal warning stage. All three escalated employees to formal discipline at the same attendance threshold.
How would the three escalation trails compare under later review? Which employees would have a documented basis for challenging the consistency of treatment?
Reviewer Disagreement
Category 05: Interpretation Divergence & Threshold Variation
Exercises focused on conditions where reviewers reach different conclusions from the same file. Disagreement typically emerges around escalation thresholds, contextual interpretation, and records where supporting documentation is present but incomplete.
RDIS-01
Escalation Threshold Disagreement
Two HR business partners independently reviewed the same formal discipline record before it advanced. Reviewer A recommended escalation to termination based on the documented pattern. Reviewer B recommended a final written warning and continued monitoring, noting that the documented pattern did not meet the threshold for immediate termination under the applicable policy. Both reviewers worked from the same file. Neither had additional context.
What in the file supports Reviewer A's conclusion? What in the file supports Reviewer B's? What additional documentation, if present, would have produced consistent routing?
RDIS-02
Contextual Reinterpretation After Escalation
A performance record was reviewed at drafting and approved. Nine months later, the same record was reviewed as part of a wrongful termination response. A second reviewer, working from the same file with full knowledge of subsequent events, identified three characterizations in the original record that could not be traced to source documentation. The original reviewer had no concerns at the time of drafting.
What conditions allowed the original reviewer to approve a record the second reviewer could not verify? What review standard would have surfaced the unsupported characterizations before the record was filed?
RDIS-03
Annotated Review Divergence
A pre-submission review exercise was conducted with three reviewers working independently from the same termination record. Reviewer 1 flagged two unsupported generalizations and one chronology gap. Reviewer 2 flagged the chronology gap only. Reviewer 3 approved the record without flags. All three reviewed the same document under the same five-question review framework. Debrief discussion revealed the reviewers interpreted "supported" differently.
What drove the divergence in reviewer conclusions? How should "supported conclusion" be calibrated across reviewers to produce consistent routing decisions?
RDIS-04
Inheritance of Prior Reviewer's Conclusions
A secondary reviewer was assigned a discipline record that had already been reviewed and approved by a primary reviewer. The secondary reviewer read the primary reviewer's approval note before reading the record. The secondary reviewer approved the record. A third reviewer, who read the record without the prior approval note, flagged two conditions for revision before the record advanced.
How did the presence of the prior reviewer's conclusion affect the secondary reviewer's independent judgment? What process modification would reduce inherited reviewer bias in multi-stage review workflows?
Reconstruction Review
Category 06: Reconstructability
Exercises focused on whether a later reviewer, working from the file alone, can independently reconstruct the basis, chronology, and reasoning of the original record. This is the core test of decision defensibility under JRS review conditions: whether the record can explain why the decision was made.
RCON-01
Cold-Read Reconstruction
A termination record from 24 months ago is under compliance review. You have no background on the case, no access to the original author, and no supplementary materials beyond what is in the file. The record is three pages and describes a conduct-based termination following what the author describes as "an extended period of performance difficulty."
Working from the file alone: what was the basis for termination? What is the approximate timeline? What prior steps were taken? What cannot be independently established?
RCON-02
Author Unavailability Test
A disciplinary record references a meeting that occurred on "an unspecified date in late March," a counseling discussion the author describes as "informal," and a policy the author describes as having been "acknowledged during onboarding." The author left the organization six months after the record was filed. None of the referenced documents are attached to the case file.
What can be verified from what is on file? What requires the author's presence to explain? If this record were challenged, which elements would require reconstruction from outside the file?
RCON-03
Post-Escalation Stability Review
An investigation conclusion memorandum was filed and approved. Fourteen months later, the subject employee filed a formal complaint regarding the investigation's handling. The reviewing authority requested the case file to reconstruct the investigation basis. The case file contains the conclusion memo, two of the four referenced interview summaries, and a timeline that does not match the dates in the memo.
What basis exists in the file for the investigation's conclusion? What is missing, and how would the inconsistency between the timeline and the memo dates affect the reconstruction effort?
RCON-04
Layered Documentation Reconstruction
A compliance record was built across seven documents over 18 months: an intake form, three email exchanges, two meeting memos, and a final determination. Each document references prior documents by description but not by date or document identifier. Two of the seven documents are missing from the case file. The remaining five are internally consistent but reference the missing documents as the basis for key conclusions.
What can be reconstructed from the five documents available? What conclusions depend entirely on the missing documents, and how would a later reviewer assess the basis for those conclusions?
AI-Assisted Record Review
The AI-assisted record reviewer applies the JRS five-question framework to submitted record text and returns routing guidance, condition flags, and revision suggestions. It is a reviewer calibration tool, not a legal, compliance, or investigative determination system.
Participation boundary
These simulations are reviewer practice materials. Participation is operational and observational in nature and does not establish certification, accreditation, legal authority, governance endorsement, or formal enterprise approval. Operational findings from simulation exercises reflect participant observations and reviewer interpretations under practice conditions and should not be interpreted as empirical validation, legal conclusions, or formal compliance determinations.