Group anonymous data-literacy stage evidence, audit readiness claims, and expose the first prerequisite gap in each domain.
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 data literacy progression analyzer works
Stage success percentage equals correct divided by attempted times one hundred. Ready means the percentage reaches the entered rule. The highest contiguous ready level begins at one and stops at the first below-threshold stage even if a later stage meets the threshold. Supported means a row classification matches the local rule. The progression summary identifies sequencing evidence, not a stable learner trait. Review task alignment, actual explanations, access conditions, sample size, recency, and curriculum dependencies before planning instruction.
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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
Data Literacy Progression Analyzer
Before generation
Use when a reviewed curriculum progression and recent aligned checks already exist. The analyzer preserves prerequisite gaps rather than averaging stages. It does not create the progression, diagnose learners, authorize placement, measure reasoning quality, or validate a cut score.
Worked example
Two fictional domains each include four consecutive levels. Early stages meet a 70-percent threshold, level three falls below it, and later high accuracy remains visible without erasing the gap. Two entered review claims conflict with their raw threshold classifications.
Formula or methodology
Stage success percentage equals correct divided by attempted times one hundred. Ready means the percentage reaches the entered rule. The highest contiguous ready level begins at one and stops at the first below-threshold stage even if a later stage meets the threshold.
How to interpret the result
Supported means a row classification matches the local rule. The progression summary identifies sequencing evidence, not a stable learner trait. Review task alignment, actual explanations, access conditions, sample size, recency, and curriculum dependencies before planning instruction.
Common mistakes
Do not average away a prerequisite gap, treat missing evidence as failure, infer causation, compare unequal tasks, expose identifiable records, or use one percentage for high-stakes placement. Inspect item quality, triangulate evidence, teach the gap, and reassess accessibly.
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
Data Literacy Progression 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.