'Employers are increasingly turning to degree and GPA'

Model: @cf/meta/llama-4-scout-17b-16e-instruct lite +0.20 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.20 Compare

+0.20	'Employers are increasingly turning to degree and GPA' (fortune.com)
	14 points by paulpauper 21 hours ago \| 7 comments on HN \| Mild positive ~lite vlite-1.4

Summary ~lite Education Employment Acknowledges

Article discusses employer shift towards prioritizing degrees and GPAs in hiring, potentially impacting diversity and inclusion efforts.

EQ 0.60

SO 0.70

TD 0.50

Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available

Longitudinal 40 HN snapshots · 53 evals

Audit Trail 73 entries

2026-03-02 11:04	model_divergence	Cross-model spread 0.40 exceeds threshold (2 models)	- -
2026-03-02 11:04	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-02 11:04	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 10:58	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-02 10:58	model_divergence	Cross-model spread 0.40 exceeds threshold (2 models)	- -
2026-03-02 10:58	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 10:52	eval_success	Lite evaluated: Mild negative (-0.20)	- -
2026-03-02 10:52	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 10:08	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-02 10:08	model_divergence	Cross-model spread 0.40 exceeds threshold (2 models)	- -
2026-03-02 10:08	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 10:08	eval_success	Lite evaluated: Mild negative (-0.20)	- -
2026-03-02 10:08	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 09:25	eval_success	Lite evaluated: Mild negative (-0.20)	- -
2026-03-02 09:25	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 09:25	model_divergence	Cross-model spread 0.40 exceeds threshold (2 models)	- -
2026-03-02 09:24	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-02 09:24	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) +0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 08:33	eval_success	Lite evaluated: Mild negative (-0.20)	- -
2026-03-02 08:33	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 08:30	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-02 08:30	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) -0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 07:55	eval_success	Lite evaluated: Mild negative (-0.20)	- -
2026-03-02 07:55	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 07:48	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-02 07:48	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 07:09	eval_success	Lite evaluated: Mild negative (-0.20)	- -
2026-03-02 07:09	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 07:05	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-02 07:05	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 06:27	eval_success	Lite evaluated: Mild negative (-0.20)	- -
2026-03-02 06:27	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 06:22	eval_success	Lite evaluated: Mild negative (-0.20)	- -
2026-03-02 06:22	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 06:20	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-02 06:20	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) +0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 06:15	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) -0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 05:50	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 05:42	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 05:07	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 05:02	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) +0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 04:33	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 04:19	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 03:50	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 03:34	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 03:27	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 03:06	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 02:47	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) -0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 02:28	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 02:07	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 01:40	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 01:35	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 01:13	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 01:08	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 00:55	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 00:27	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 00:10	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-01 23:32	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) +0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-01 23:19	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-01 22:41	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-01 22:36	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-01 22:29	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-01 21:59	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-01 21:58	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-01 21:10	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-01 21:09	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) -0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-01 21:06	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-01 20:29	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-01 20:25	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-01 19:46	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-01 19:42	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-01 19:41	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive)
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-01 19:38	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative)
	reasoning ED neutral on education rights

build 346e6fd+rsmn · deployed 2026-03-02 15:47 UTC · evaluated 2026-03-02 15:21:43 UTC