Executive Summary
##
## === DATASET OVERVIEW ===
## Total Recommendations: 1423
## Total Documents: 303
## Unique Organizations: 292
## Average Recommendations per Document: 4.7
1. Organizational Participation
1.1 Recommendations by Organization Type
1.2 Submissions by Organization Type
1.3 Top Organizations by Recommendation Count
2. Policy Topics
2.1 Topic Distribution
2.2 Topics by Organization Type
3. HCAI Analysis
3.1 HCAI Values
3.1.1 Individual Values Distribution
3.1.2 Value Types (Aggregated)
3.1.3 Values by Organization Type
3.2 HCAI Properties
3.2.1 Individual Properties Distribution
3.2.2 Property Types (Aggregated)
3.2.3 Properties by Organization Type
3.3 HCAI Purposes
3.3.1 Purpose Distribution
3.3.2 Purposes by Organization Type
3.4 Combined HCAI Distribution
4. Comparison with AI Action Plan
4.1 Topic Distribution Comparison
4.2 Comparison Summary Statistics
Topic Comparison Summary
|
Metric
|
Value
|
|
R&D Strategic Plan
|
1,423 recommendations
|
|
AI Action Plan
|
4,784 recommendations
|
|
Topics Compared
|
19 topics
|
|
|
|
|
Minimum
|
-14.1 pp
|
|
Q1 (25th percentile)
|
-3.8 pp
|
|
Median
|
-1.9 pp
|
|
Q3 (75th percentile)
|
0.1 pp
|
|
Maximum
|
37.6 pp
|
|
Mean
|
-0.1 pp
|
|
Standard Deviation
|
10.2 pp
|
|
Note: Difference
values represent percentage point differences (R&D % - Action Plan
%) in topic emphasis across recommendations.
|
Top Quartile: Much Higher in R&D Strategic Plan
|
Topic
|
R&D %
|
Action %
|
Diff
|
|
Basic Science
|
47.3
|
9.7
|
37.6
|
|
Talent & Education
|
20.0
|
13.8
|
6.1
|
|
Other Sectors
|
9.2
|
4.1
|
5.2
|
|
Evidence of Risks
|
15.4
|
12.6
|
2.7
|
|
Military
|
3.4
|
3.1
|
0.3
|
Bottom Quartile: Much Lower in R&D Strategic Plan
|
Topic
|
R&D %
|
Action %
|
Diff
|
|
Standards & Regulation
|
17.2
|
31.3
|
-14.1
|
|
Deregulation
|
2.5
|
12.5
|
-9.9
|
|
Procurement
|
4.8
|
9.9
|
-5.1
|
|
Security
|
10.6
|
15.1
|
-4.5
|
|
Data & IP
|
11.9
|
15.9
|
-4.0
|
5. Additional Analyses
5.1 Recommendations per Document
