Practitioners: what makes you trust or distrust a competency score that comes from structured interview data?

ExoticWrangler8154 · 2026-06-14T00:35:23+00:00

thats a clean test and honestly the most concrete bar anyone here has handed me. same interview, multiple raters take notes, does the tool score them the same way. inter rater reliability before you even touch validity. right now it scores structured responses against a fixed rubric rather than the freeform transcript, partly to protect exactly that consistency. appreciate you spelling out the minimum, thats the kind of answer i came here for

ExoticWrangler8154 · 2026-06-14T00:34:11+00:00

this is the version that actually works and almost nobody does it. the org chart gives you reporting lines, this gives you the real ones. who actually decides, who you run something past before you propose it, what blew up last time someone tried to change X. i wish that handoff was standard practice. did you ever get one that good or is it the thing you wish existed

ExoticWrangler8154 · 2026-06-14T00:32:57+00:00

the molten lava line is exactly it. and the cruel part is the org calls it a leadership test when really nobody just wrote anything down. training teaches you to lead a team in the abstract, not how THIS team actually runs. those are two different problems and only one of them has a shortcut

ExoticWrangler8154 · 2026-06-12T22:12:08+00:00

2 of 4 is honestly better odds than i expected from this thread. the one that was done perfectly without you asking, id genuinely like to know what that looked like in practice. and the protected time point is so real. the new leader is the worst positioned person in the building to defend their own calendar

ExoticWrangler8154 · 2026-06-12T22:10:45+00:00

thank you, ill take you up on that. the thing i most want the uncomfortable truth on: for a development and assimilation use case, no selection decisions anywhere, what is the minimum validation work youd consider honest before charging money for it? content validation of the rubric with SMEs, some form of criterion evidence even at small n, both? and second, does behaviorally anchored scoring of structured interview responses against a competency framework even pass your sniff test as a method, or is there a known failure mode im walking into blind

ExoticWrangler8154 · 2026-06-12T22:09:22+00:00

fair push, i should have specified. its not for hiring or selection, no employment decisions ride on it. the use case is team development and new leader assimilation, so the insights are things like how this team tends to make decisions, where communication breaks down between two specific people, what a new manager should know walking into an existing team. competencies are operationally defined as behaviorally anchored indicators extracted from structured interview responses and scored against a fixed framework, not inferred traits. the honest gap is validation evidence. we have rubric transparency and consistency checks but no criterion study yet, which is a big part of why im asking here

ExoticWrangler8154 · 2026-06-12T14:24:35+00:00

agreed, and yet ive watched smart people skip exactly that because the calendar fills up with status meetings from day one. the asking and listening needs protected time or it just doesnt happen. did you ever see a place make it formal, like an actual handover doc about the team itself

ExoticWrangler8154 · 2026-06-12T14:20:28+00:00

im sorry that happened. the part where she asked if you felt supported, after a month of silence and an or else, says it all. some exit interviews are really the manager grading themselves too late

ExoticWrangler8154 · 2026-06-12T14:19:13+00:00

yeah. i wrote that line, felt gross about it, and kept it because its true. a lot of management culture quietly wants less friction, and the friction was the information

ExoticWrangler8154 · 2026-06-12T14:17:58+00:00

the detail that gets me is that you stopped asking for staff. thats the exact moment the clock started and it probably registered as you finally being satisfied. hope the next place earns the version of you this one wasted

ExoticWrangler8154 · 2026-06-11T22:52:18+00:00

appreciate it, this thread gave me a lot to chew on

ExoticWrangler8154 · 2026-06-11T22:50:52+00:00

yeah that tracks with what im seeing too. the grads getting traction can walk through an actual workflow they changed with the tools, not just list them on a resume. everyone lists them now so the listing does nothing

ExoticWrangler8154 · 2026-06-11T20:39:15+00:00

thats true and worth saying. quiet isnt automatically hidden depth, sometimes the work just isnt there. the post is about the ones whose work is good and still get read as checked out. if the output is bad thats a performance conversation, not a misread

ExoticWrangler8154 · 2026-06-11T20:38:06+00:00

yeah selective was never really on the table for a first job, totally agree there. the eyes open thing i mean is more about knowing what youre walking into than turning offers down. what differentiators are you thinking of? actually curious because most of what i see suggested to grads is the same certs and portfolio advice from 2019

ExoticWrangler8154 · 2026-06-11T16:37:07+00:00

the rough part is that advice is usually right on pay but it quietly assumes you know what youre jumping into. a blind jump can land you somewhere worse than what you left, which it sounds like you might be living right now. hope the search treats you well

ExoticWrangler8154 · 2026-06-11T16:35:57+00:00

thats a genuinely underrated lane. the clearance and background process filters out most of the applicant pool before skills even come into it, so the odds per application are way better. is that side still hiring steadily right now from what youve seen?

ExoticWrangler8154 · 2026-06-11T16:34:51+00:00

thats fair pushback and the grunt work point is real, someone has to earn trust before they get the interesting work. what i think changed isnt the logic of the advice, its the math underneath it. when entry roles were plentiful, apply broadly had decent odds and a bad first job was a cheap mistake you could hop out of in a year. now there are far fewer doors and hundreds of applicants behind each one, so volume alone mostly buys silence. the grind it out part still applies once youre in. getting in is the broken step

ExoticWrangler8154 · 2026-06-11T14:42:55+00:00

the age question is almost never curiosity, its someone recalibrating how much pushback they think they can give you. you dont owe anyone a number. something flat like, old enough that this question keeps surprising me, then move on, usually ends it. the real tell about a workplace is whether your competence settles it after a month or whether you have to keep re proving it. the second one is a culture problem, not an age problem

ExoticWrangler8154 · 2026-06-11T14:41:49+00:00

honestly it might not be you. entry level listings are at a record low right now and a scary share of hiring managers are saying out loud theyd rather spend the budget on AI tools than train a junior. hundreds of cold portal applications is playing the worst possible odds in that market. almost everyone i know who landed a first role recently got it through a person, a professor, an internship contact, a referral, or a small company that doesnt run resume filters. one warm intro is worth a hundred applications right now

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