OneStone
TopicspublicassertionEmployers should disclose when AI materially influences a hiring decisio
Residents waiting at a lit neighborhood bus shelter as a bus approaches.

Employers should disclose when AI materially influences a hiring decision.

76 participants11 written responses2 response optionsUpdated active today
Choices

What do you think?

Audience overview
Balanced briefAI-assisted · reviewed against leading responses

Responses emphasize that the stated goal is broadly shared while disagreeing about cost, scope, accountability, and whether a uniform rule or locally adaptable approach would work better.

Most active cityAustin14 opted-in participants
Leading positionDisagree · 56%Based on one endorsement per participant
Support across views25%Endorsed a response from another position
Aggregates only · minimum n=10
Common ground

Where responses overlap

The policy should be evaluated against concrete outcomes and unintended consequences.

Key disagreements

What remains unresolved

Whether a broad rule or a narrower, adaptable approach is more likely to work.

Responses

Response highlights

Standout responses across all positions

Select a position above to compare its most endorsed, persuasive, liked, and active responses.

Most endorsedTheo WilliamsDisagree · 16 endorsements
Most persuasiveFarah PatelDisagree · 95 persuasion · 1 shifts
Most likedTheo WilliamsDisagree · 34 likes
Most activeTheo WilliamsDisagree · 4 replies · 5 levels deep

Agree

The assertion is substantially correct.

5
Most persuasive Most active
VG
Valerie GrantEngineering perspectiveThis week
80

The alternative deserves more weight because it can be reversed if the evidence changes and does not require every community to make the same choice. The assertion is substantially correct.

90 persuasion1 view shifts2 endorsements from other positions
BH
Ben HughesSmall business perspectiveThis week
74

This changes part of my view. A narrower pilot with a public evaluation would address the risk I was most concerned about.

94 persuasion0 view shifts0 endorsements from other positions
GC
Gabriel CastilloLocal government perspectiveEarlier
96

The overlooked tradeoff is implementation capacity. A sound principle can still fail if the responsible institution cannot apply it consistently. The assertion is substantially correct.

74 persuasion1 view shifts1 endorsements from other positions
Most endorsed Most liked
EI
Elena IbrahimStudent perspectiveToday
72

The overlooked tradeoff is implementation capacity. A sound principle can still fail if the responsible institution cannot apply it consistently. The assertion is substantially correct.

80 persuasion3 view shifts3 endorsements from other positions
DB
Darius BrooksParent perspectiveToday
86

That distinction helps, but I would want the review to measure outcomes rather than only whether the process was followed.

80 persuasion0 view shifts1 endorsements from other positions
AA
Amina AdamsEducator perspectiveEarlier
79

The alternative deserves more weight because it can be reversed if the evidence changes and does not require every community to make the same choice. The assertion is substantially correct.

84 persuasion0 view shifts1 endorsements from other positions
ME
Mei EvansHealthcare perspectiveThis week
88

The strongest case for this option is practical: it sets a clear goal while leaving room to measure whether the policy actually works. The assertion is substantially correct.

64 persuasion1 view shifts1 endorsements from other positions

Disagree

The assertion is substantially incorrect.

6
Most endorsed Most liked Most active
TW
Theo WilliamsDesign perspectiveToday
93

A useful decision should begin with the people most affected, then compare administrative cost with the likely public benefit. The assertion is substantially incorrect.

What could change this viewReliable outcome data showing that a different approach works better without shifting the burden elsewhere.
75 persuasion4 view shifts5 endorsements from other positions
OT
Olivia TurnerStudent perspectiveToday
81

The premise makes sense, though the comparison needs a baseline so ordinary year-to-year variation is not mistaken for an effect.

73 persuasion1 view shifts0 endorsements from other positions
WN
Wes NguyenCommunity organizing perspectiveThis week
84

That distinction helps, but I would want the review to measure outcomes rather than only whether the process was followed.

79 persuasion0 view shifts2 endorsements from other positions
Most persuasive
FP
Farah PatelResearch perspectiveThis week
84

Fairness here is not only about equal treatment; it is also about whether people facing different barriers can realistically use the policy. The assertion is substantially incorrect.

What could change this viewReliable outcome data showing that a different approach works better without shifting the burden elsewhere.
95 persuasion1 view shifts1 endorsements from other positions
KK
Keisha KimEducator perspectiveThis week
79

The premise makes sense, though the comparison needs a baseline so ordinary year-to-year variation is not mistaken for an effect.

72 persuasion1 view shifts1 endorsements from other positions
IR
Isaiah RobinsonEngineering perspectiveThis week
89

I agree about implementation capacity. The remaining question is who bears the cost when local flexibility produces unequal access.

86 persuasion0 view shifts0 endorsements from other positions
LS
Luis SinghSmall business perspectiveThis week
76

I support the direction but would narrow the rule, publish measurable criteria, and require a scheduled review after the first year. The assertion is substantially incorrect.

85 persuasion2 view shifts2 endorsements from other positions
ME
Mei EvansHealthcare perspectiveThis week
91

I agree about implementation capacity. The remaining question is who bears the cost when local flexibility produces unequal access.

87 persuasion0 view shifts2 endorsements from other positions
TW
Theo WilliamsDesign perspectiveThis week
94

This changes part of my view. A narrower pilot with a public evaluation would address the risk I was most concerned about.

93 persuasion0 view shifts1 endorsements from other positions
HJ
Hana JohnsonDesign perspectiveEarlier
83

Fairness here is not only about equal treatment; it is also about whether people facing different barriers can realistically use the policy. The assertion is substantially incorrect.

89 persuasion0 view shifts1 endorsements from other positions
WN
Wes NguyenCommunity organizing perspectiveEarlier
92

A useful decision should begin with the people most affected, then compare administrative cost with the likely public benefit. The assertion is substantially incorrect.

69 persuasion1 view shifts1 endorsements from other positions
NL
Noah LeeParent perspectiveEarlier
75

I support the direction but would narrow the rule, publish measurable criteria, and require a scheduled review after the first year. The assertion is substantially incorrect.

What could change this viewReliable outcome data showing that a different approach works better without shifting the burden elsewhere.
79 persuasion1 view shifts1 endorsements from other positions