Measures
- Task load volume across roles and handoffs.
- Cognitive friction introduced by tooling or policy complexity.
- Risk exposure across the workflow with weighted severity.
Burden Modeler
Quantifies task load, cognitive friction, and risk exposure so you can reroute toil before it burns people out.
What you receive
Decision-ready burden readout.
Burden index score with plain-language findings tied to your scenario. Ranked hotspots with mitigation paths and expected relief per action. Result page with a persistent off-ramp to ethotechnics.com/studio.
Copy citation (APA/BibTeX)
Cite this page Formats: APA, MLA, Chicago, BibTeX, RIS
APA
Ethotechnics Institute Diagnostics Lab. (2026). Burden Modeler. Ethotechnics Institute. https://ethotechnics.org/diagnostics/burden-modeler
MLA
Ethotechnics Institute Diagnostics Lab. "Burden Modeler." Ethotechnics Institute, 2026, https://ethotechnics.org/diagnostics/burden-modeler.
Chicago
Ethotechnics Institute Diagnostics Lab. "Burden Modeler." Ethotechnics Institute. Jan 9, 2026. https://ethotechnics.org/diagnostics/burden-modeler.
BibTeX
@misc{diagnostic_burden-modeler,
title={Burden Modeler},
author={Ethotechnics Institute Diagnostics Lab},
year={2026},
howpublished={Ethotechnics Institute},
url={https://ethotechnics.org/diagnostics/burden-modeler},
version={v1.1.0}
} RIS
TY - WEB TI - Burden Modeler AU - Ethotechnics Institute Diagnostics Lab PY - 2026 UR - https://ethotechnics.org/diagnostics/burden-modeler ER -
Overview
When to use the Burden Modeler.
Best for leaders who need a fast workload snapshot before teams hit a burnout threshold.
- Scenario name and primary workflow.
- Rough task volume or handoff counts.
- Known friction points or escalation paths.
Estimated time: 10–15 minutes
Result pages always include the off-ramp to ethotechnics.com/studio for risky or unclear scores.
Methodology
Method, transparency, and replicability.
Inputs, scoring logic, validation notes, and failure modes used in the model.
Inputs
- Scenario name and primary workflow.
- Estimated task volume and handoff counts.
- Known friction points and escalation paths.
Procedure
- Weight task load, friction, and risk sliders with the scenario team.
- Review the computed burden index and hotspot ranking.
- Select mitigation paths and estimate relief impact.
Outputs
- Burden index score with plain-language findings.
- Ranked hotspot list with mitigation recommendations.
- Relief estimates tied to the selected mitigations.
Does not measure
- Individual performance or productivity.
- Legal compliance posture or audit readiness.
- Long-term cultural or morale shifts beyond the scenario window.
Assumptions
- Inputs reflect cross-functional consensus, not a single point of view.
- Task volume estimates are directionally accurate for the period.
- Risk weights reflect the scenario’s actual severity bands.
Instrument prompts
- Scenario name and workflow summary.
- Weekly task volume or queue size.
- Number of handoffs or escalation checkpoints.
- Friction rating (1–5) for key steps.
- Risk exposure rating (1–5) for each stage.
Rubric
- Task load, friction, and risk scored on 1–5 scales.
- Risk weights adjusted via criticality slider.
Scoring logic
- Burden index = weighted average of load, friction, and risk.
- Hotspots rank by combined load and risk scores.
- Relief estimate computed from mitigations selected.
Validation notes
Piloted across support, operations, and research scenarios to calibrate weights and language.
Inter-rater alignment improves after a shared calibration pass; variance shrinks on second runs.
- Over-weighting a single friction point can skew results.
- Underspecified task volume leads to low-confidence outputs.
- High uncertainty if scenario owners are not present for scoring.
Replicability
- Gather a cross-functional scoring group.
- Use the prompt list and rubric to score the scenario.
- Record weighting decisions and rationale.
- Compare output against historical incidents for calibration.
Example outputs
- Sample burden index readout with hotspots and relief estimates.
- Anonymized scenario summary and mitigation plan.
Sample output
Preview the burden readout.
See the summary format, hotspot ranking, and mitigation callouts.
Run the tool
Start a new burden scenario.
Run the model and export your scenario readout.