Calculate transparent criterion coverage for modeling tasks and prevent a percentage from hiding a missing essential feature.
Runs in this browser tabEditable downloadUp to 500 structured rows and 30,000 characters per field. Use anonymous or fictional labels.
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Review output
Your learning artifact appears here
Load the worked example to inspect realistic inputs, or enter anonymous classroom or laboratory evidence. Results remain in this browser tab until you copy or download them.
Transparent method
How the modeling task quality analyzer works
Coverage percentage equals present criteria divided by all entered criteria times one hundred. Ready requires coverage at or above the chosen threshold and zero essential criteria marked absent. Each task uses one repeated claim. The table reports missing essential criteria explicitly so a favorable aggregate cannot conceal a critical modeling-cycle gap. Supported means the local classification matches supplied criterion evidence. Readiness remains a design signal rather than proof of a high-quality learning experience. Inspect mathematical accuracy, openness, usable data, assumptions, iteration, validation, decision context, cultural relevance, time, tools, scaffolds, and multiple ways for learners to engage and communicate.
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Before generation
Confirm the question, source, units, notation, response coding, model assumptions, and review threshold. Keep an unchanged copy of the original evidence.
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During review
Run the worked example, inspect every intermediate row, and compare it with a hand calculation, diagram, representation, or approved subject method.
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Before use
Record the method, assumptions, units, classifications, and flagged rows. Verify the editable report independently before educational or laboratory use.
How to interpret the result
Modeling Task Quality Analyzer
Before generation
Use during task design or moderation when the modeling cycle should remain visible rather than becoming a single impression score. The analyzer protects essential criteria from being averaged away. It does not determine authenticity, solve the task, measure cognitive demand, validate data, assess student work, or replace curriculum and accessibility review.
Worked example
The school-water task includes all five criteria and supports ready. The commute task reaches 80 percent coverage but lacks an essential assumptions criterion, so review is supported. The final task also reaches four of five but omits essential validation while claiming ready, demonstrating why an overall percentage alone is insufficient.
Formula or methodology
Coverage percentage equals present criteria divided by all entered criteria times one hundred. Ready requires coverage at or above the chosen threshold and zero essential criteria marked absent. Each task uses one repeated claim. The table reports missing essential criteria explicitly so a favorable aggregate cannot conceal a critical modeling-cycle gap.
How to interpret the result
Supported means the local classification matches supplied criterion evidence. Readiness remains a design signal rather than proof of a high-quality learning experience. Inspect mathematical accuracy, openness, usable data, assumptions, iteration, validation, decision context, cultural relevance, time, tools, scaffolds, and multiple ways for learners to engage and communicate.
Common mistakes
Do not mark vague context as authentic, treat a word problem as modeling automatically, omit assumptions or validation, label every feature essential, inflate coverage with trivial criteria, count teacher-provided interpretation as learner modeling, or use the score to avoid reading the task. Moderate criteria and inspect the complete model cycle.
This browser-local workbench applies only the disclosed rules. It cannot diagnose a learner, certify an experiment, or replace teacher, laboratory, and safety judgment.
Review checklist
Human review before educational use
Every entered value, unit, label, and response matches the approved source evidence.
The disclosed model matches the intended curriculum question and evidence type.
Intermediate rows and conflicts have been inspected rather than using only the headline.
A teacher or learner verifies the report independently and records corrections.
Practical questions
Modeling Task Quality Analyzer questions
Does Nirmion upload these inputs?
No. Processing occurs in the current browser tab. Avoid personal information and retain authoritative records only in the approved school system.
Can the result prove mastery or scientific validity?
No. It describes entered evidence under one disclosed rule. Review reasoning, uncertainty, access, and several evidence sources.
Can I submit the downloaded report as finished work?
Treat it as an editable calculation aid. Show your own reasoning, cite required sources, and follow course and academic-integrity rules.