Response Disposition Dashboard

Live quality triage results for the Technology Adoption Barriers Survey (2026 v2). Data is updated automatically by the disposition pipeline.

Overview

207

Total Participants

Approved (27.1%)

Auto-Exclude (35.7%)

Flagged for Review (37.7%)

Auto-Exclude(AUTO-EXCLUDE)

74 (35.7%)

Failed 2+ attention checks or speed + attention compound failure.

Clean(CLEAN)

56 (27.1%)

All quality checks passed. Approved on Prolific.

Flag: Single IRI(FLAG-SINGLE-IRI)

41 (19.8%)

Missed 1 of 3 attention checks at normal speed. Manual review.

Flag: Smeal Benchmark(FLAG-SMEAL)

20 (9.7%)

Below 9-minute doctoral SME benchmark but passed all attention checks.

Flag: Partial Straightlining(FLAG-PARTIAL-STRAIGHTLINING)

11 (5.3%)

Near-identical responses in one or more question blocks (SD < 0.5).

Flag: Speed(FLAG-SPEED)

4 (1.9%)

Completed in under 5 minutes but passed all attention checks.

Flag: reCAPTCHA(FLAG-RECAPTCHA)

2 (1.0%)

reCAPTCHA score below 0.5, indicating potential bot activity.

Three instructed-response items are embedded in the survey to detect inattentive responding. Each requires selecting a specific answer.

54%

Block: 19 items | Expected: “Major Barrier”

67.3%

Block: 18 items | Expected: “Low Readiness/Capability”

78.7%

Block: 9 items | Expected: “Level 2: Developing/Repeatable”

Each response is evaluated through this waterfall — the first matching step determines the disposition:

Step	Disposition	Criteria
0	INCOMPLETE	Survey not finished
1	AUTO-EXCLUDE	IRI failures ≥ 2, or speed (<5 min) + any IRI failure
2	FLAG-SPEED	<5 min but all 3 IRIs passed
3	FLAG-SINGLE-IRI	1 IRI failure at normal speed
4	FLAG-SMEAL	5-9 min (below Smeal eDBA benchmark)
5	FLAG-RECAPTCHA	reCAPTCHA score < 0.5
6	FLAG-STRAIGHTLINING	Qualtrics: same answer for every item in a block
7	FLAG-PARTIAL-STRAIGHTLINING	Within-person SD < 0.5 in any block
8	CLEAN	All checks passed