R0044/2026-03-29/Q003
Query: Has anyone in the regulated industries (aviation, defense, healthcare, finance) published research or guidance that explicitly connects the human-factors concept of "automation bias" or "overtrust" to the AI safety concept of "sycophancy"? Is anyone bridging these two vocabularies?
BLUF: Bridging is emerging but not yet systematic. Georgetown CSET's "AI Safety and Automation Bias" paper (November 2024) is the strongest candidate, combining both vocabulary sets in its title. The "Bending the Automation Bias Curve" paper references both terms in a national security context. However, the most comprehensive automation bias systematic review (2025, 35 studies) does not mention sycophancy, and the most sophisticated sycophancy analysis connects to confirmation bias, not automation bias. No publication was found that formally maps the two vocabularies as descriptions of the same underlying phenomenon.
Answer: H3 (Partial/emerging bridging) · Confidence: Medium
Summary
| Entity |
Description |
| Query Definition |
Question as received, clarified, ambiguities, sub-questions |
| Assessment |
Full analytical product |
| ACH Matrix |
Evidence x hypotheses diagnosticity analysis |
| Self-Audit |
ROBIS-adapted 4-domain process audit |
Hypotheses
| ID |
Statement |
Status |
| H1 |
Explicit bridging exists |
Partially supported |
| H2 |
No bridging exists |
Eliminated |
| H3 |
Partial/emerging bridging exists |
Supported |
Searches
| ID |
Target |
Type |
Outcome |
| S01 |
Automation bias and sycophancy vocabulary bridge |
WebSearch |
No systematic mapping found |
| S02 |
CSET paper details |
WebSearch |
Found publication but PDF inaccessible |
| S03 |
Regulated industry cross-references |
WebSearch |
Incidental co-references only |
Sources
| Source |
Description |
Reliability |
Relevance |
Evidence |
| SRC01 |
CSET AI Safety + Automation Bias |
Medium-High |
High |
1 extract |
| SRC02 |
Bending the Automation Bias Curve |
High |
Medium-High |
1 extract |
| SRC03 |
Springer systematic review |
High |
Medium |
1 extract |
| SRC04 |
Rational Analysis of Sycophantic AI |
Medium |
Medium-High |
1 extract |
Revisit Triggers
- Successful extraction and review of the CSET "AI Safety and Automation Bias" PDF
- Publication of a systematic mapping paper explicitly bridging the two vocabularies
- Regulated-industry guidance that uses both "automation bias" and "sycophancy" terms
- AI safety conference papers referencing the human factors automation bias literature