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Pedagogical Metadata Distribution Report

This report analyzes the distribution of pedagogical metadata across all MicroSims, comparing bloomsTaxonomy (content scope) vs bloomAlignment (pattern effectiveness) within the pedagogical section to determine overlap and differences.

Overview

Total MicroSims analyzed: 885

Metric Count Percentage
Has pedagogical.bloomsTaxonomy 879 99.3%
Has pedagogical.bloomAlignment 883 99.8%
Has both fields 877 99.1%
Has neither field 0 0.0%

Comparison: bloomsTaxonomy vs bloomAlignment

For MicroSims that have both fields populated:

Relationship Count Percentage
Exact match (identical sets) 58 6.6%
bloomAlignment ⊂ bloomsTaxonomy (subset) 468 53.4%
bloomAlignment ⊃ bloomsTaxonomy (superset) 119 13.6%
Partial overlap 231 26.3%
No overlap (completely different) 1 0.1%

Agreement rate (any overlap): 99.9%

Exact match rate: 6.6%

Bloom Level Distribution by Field

Bloom Level bloomsTaxonomy bloomAlignment Difference
Remember 658 126 -532
Understand 786 801 +15
Apply 853 862 +9
Analyze 354 478 +124
Evaluate 363 311 -52
Create 686 16 -670

Pedagogical Pattern Distribution

Pattern Count Percentage
demonstration 376 42.6%
assessment 172 19.5%
exploration 132 14.9%
worked-example 78 8.8%
reference 76 8.6%
guided-discovery 38 4.3%
practice 11 1.2%

Pacing Distribution

Pacing Count Percentage
self-paced 832 94.2%
step-through 26 2.9%
continuous 23 2.6%
timed 2 0.2%

Top 20 Bloom Verbs

Verb Count
describe 584
calculate 509
explain 466
apply 441
compare 394
demonstrate 309
illustrate 301
classify 205
implement 168
interpret 162
use 161
summarize 131
assess 70
experiment 59
recognize 54
identify 53
state 43
list 42
define 33
analyze 33

MicroSims with No Overlap Between Fields

These MicroSims have completely different values in pedagogical.bloomsTaxonomy and pedagogical.bloomAlignment, which may indicate data quality issues:

Title bloomsTaxonomy bloomAlignment
Triangle Type Explorer analyze - determine how side lengths affect angles, apply - classify triangles based on measurements, remember - recall definitions of triangle types, understand - explain properties of different triangle types analyze, apply, understand

Analysis & Recommendations

Moderate Redundancy Detected

With 99.9% overlap between the fields, there is moderate redundancy. The fields often agree but not always. Consider:

  1. Clarify the distinction - Document when they should differ
  2. Use bloomsTaxonomy for content scope - All levels the content can address
  3. Use bloomAlignment for pattern effectiveness - Levels the interaction pattern supports
  4. Keep bloomVerbs as the primary matching field - More granular than levels

Field Purpose Summary

Field Section Purpose Used For
bloomsTaxonomy pedagogical Content cognitive scope Semantic search
bloomAlignment pedagogical Pattern effectiveness levels Template matching
bloomVerbs pedagogical Specific action verbs Precise matching