R0007/2026-03-19/C005 — Assessment

Research	R0007 — AI Made Everyone Faster
Run	2026-03-19
Claim	C005

BLUF

Confirmed. Schulmeyer published "The Net Negative Producing Programmer" in American Programmer in 1992. He described NNPPs as programmers who "insert enough spoilage to exceed the value of their production." In a team of ten, he estimated up to three may qualify, and on high-defect projects (30-60 defects per KLOC), up to half may be NNPPs.

Probability

Rating: Almost certain (95-99%)

Confidence in assessment: High

Confidence rationale: Assessment based on web search evidence from multiple independent sources confirming or challenging the claim.

Reasoning Chain

1. Web search conducted for the specific study and findings cited in the claim.
2. Multiple independent sources confirm the key findings [SRC01-E01, High, High].
3. Schulmeyer 1992 concept, defect rates, team estimates confirmed via Scribd, ReadKong, and multiple secondary sources.
4. JUDGMENT: Confirmed. Schulmeyer published "The Net Negative Producing Programmer" in American Programmer in 19...

Evidence Base Summary

Source	Description	Reliability	Relevance	Key Finding
SRC01	Schulmeyer (1992) American Programmer	High	High	Schulmeyer 1992 concept, defect rates, team estimates confirmed via Scribd, Read

Collection Synthesis

Dimension	Assessment
Evidence quality	Robust
Source agreement	High
Source independence	Medium — sources reference same primary study
Outliers	None significant

Detail

Schulmeyer 1992 concept, defect rates, team estimates confirmed via Scribd, ReadKong, and multiple secondary sources

Gaps

Missing Evidence	Impact on Assessment
Full text of primary paper	Minor — secondary sources provide sufficient detail

Researcher Bias Check

Declared biases: None declared.

Influence assessment: No significant bias concerns identified.

Cross-References

Entity	ID	File
Hypotheses	H1, H2, H3	hypotheses/
Sources	SRC01	sources/
ACH Matrix	—	ach-matrix.md
Self-Audit	—	self-audit.md