Claude Cowork shows where your interview panel disagreed

53 minutes ago

Marcus Bell gave this candidate a four for working with other teams. Joanna Reyes gave her a two for the same thing. A hiring manager can turn those two scorecards, and two more, into one page with Claude Cowork before the debrief, the meeting at ten where the panel decides. A scorecard is the form an interviewer fills in afterward. The form gives each competency, meaning one thing the job requires, a score from one to four, plus a few lines on what the interviewer saw. The candidate, the role and all four scorecards here are made up. The cards are wildly uneven. Renata Dolan wrote two hundred and seventy-one words of evidence. Tom Okafor wrote sixteen words, and two of Tom's entries read strong, four. A folder like this turns up after every round of interviews.

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Chapters

  1. 0:00A panel of four split on one candidate before Monday’s debrief
  2. 0:40Anthropic’s interview kit ships its debrief template empty
  3. 1:07An average of four scores hides where the panel split
  4. 1:49The debrief page quotes each interviewer and opens on the widest split
  5. 2:45The Cowork project opens one folder holding four scorecards and the instructions
  6. 3:13The instructions file’s first rule forbids summarising any interviewer
  7. 3:49The four interviewers settle the split in the room
  8. 4:23A “one of us” remark stays on the scorecard, off the debrief page
  9. 5:00By hand the time goes to retyping, and with Cowork it goes to reading
  10. 5:22Monday’s debrief opens on stakeholder partnering, with both sentences on the page
Show transcript

A panel of four split on one candidate before Monday’s debrief

A panel of four split on one candidate before Monday’s debrief
Four scorecards · five competencies · debrief Monday 10:00
debrief-alina-vos · interviews 2026-09-17
scorecard-01-renata-dolan.md
Interviewer: Renata Dolan
Financial modelling4
Stakeholder partnering3
“Her example was the commercial team’s forecast submissions, and it was a real one with dates in it.” · excerpt
Systems and data3
Communicating findings3
Ownership through close4
271 words of evidence
scorecard-02-marcus-bell.md
Interviewer: Marcus Bell
Financial modelling4
Stakeholder partnering4
Systems and data3
Communicating findings3
Ownership through close4
scorecard-03-joanna-reyes.md
Interviewer: Joanna Reyes
Financial modelling4
Stakeholder partnering2
Systems and data3
Communicating findings2
Ownership through close4
scorecard-04-tom-okafor.md
Interviewer: Tom Okafor
Financial modelling4
“Strong. 4.”
Stakeholder partnering3
Systems and data3
Communicating findings3
Ownership through close4
“Strong. 4.”
16 words of evidence
Fabricated packet · fictional candidate and role
Four filled-in scorecards, one folder, one meeting

Marcus Bell gave this candidate a four for working with other teams. Joanna Reyes gave her a two for the same thing. A hiring manager can turn those two scorecards, and two more, into one page with Claude Cowork before the debrief, the meeting at ten where the panel decides. A scorecard is the form an interviewer fills in afterward. The form gives each competency, meaning one thing the job requires, a score from one to four, plus a few lines on what the interviewer saw. The candidate, the role and all four scorecards here are made up. The cards are wildly uneven. Renata Dolan wrote two hundred and seventy-one words of evidence. Tom Okafor wrote sixteen words, and two of Tom's entries read strong, four. A folder like this turns up after every round of interviews.

Anthropic’s interview kit ships its debrief template empty

Anthropic’s interview kit ships its debrief template empty
interview-prep/SKILL.md
Role Competencies“Define 4-6 key competencies for the role” · excerpt
Scorecard“Rate each competency on a consistent scale (1-4) with clear descriptions of what each level looks like.”
Debrief Template“Structured format for interviewers to share findings and make a decision.”
Output“Produce a complete interview kit: panel assignment (who interviews for what), question bank by competency, scoring rubric, and debrief template.”
Used before the interviews
still to be written
Four filled-in scorecards · after the interviews
Anthropic · knowledge-work-plugins · human-resources/skills/interview-prep/SKILL.md

Anthropic publishes a hiring skill for Claude called interview-prep. A skill is a written set of instructions Claude follows for one kind of job. The interview-prep skill writes the question bank, the plan for who interviews for what, a rubric that scores each competency from one to four, and a template for the debrief. Anthropic describes that template as a format for interviewers to share findings and make a decision. All of that gets used before anyone meets the candidate. Filling the template from four finished scorecards is still the hiring manager's job.

An average of four scores hides where the panel split

An average of four scores hides where the panel split
CompetencyRenataMarcusJoannaTomIf you averaged
Financial modelling44444.0
Stakeholder partnering34233.0
Systems and data33333.0
Communicating findings33232.75
Ownership through close44444.0
Marcus BellSenior Financial Analyst, peer on the team4
Joanna ReyesDirector of Operations, outside finance2
Averages worked out for this slide · the debrief page prints none
Arithmetic on the four scorecards in this packet

With four scorecards open, the reflex is to average them. Four scores per competency become one number per competency, and the grid looks done. On this panel, that grid buries the argument the meeting exists to settle. Take stakeholder partnering, which here means how the candidate works with teams outside finance. The four interviewers scored it three, four, two and three. Now take systems and data. All four interviewers scored it three. Both of those competencies average exactly three point zero. On stakeholder partnering, Marcus Bell, a fellow analyst on the same team, gave a four, and Joanna Reyes, the director of operations, gave a two, about the same candidate on the same day. Three point zero cannot tell those two competencies apart. On a summary typed up by hand, the two rows sit next to each other and read the same.

The debrief page quotes each interviewer and opens on the widest split

The debrief page quotes each interviewer and opens on the widest split
DEBRIEF-alina-vos-2026-09-21.md
1. Stakeholder partnering · spread 2
Renata Dolan 3 · Marcus Bell 4 · Joanna Reyes 2 · Tom Okafor 3

“I asked twice how she would handle a plant manager who disputes her variance numbers in front of his own team, and both times the answer was to take it back to her director.”

Joanna Reyes (2) · excerpt

“Walked me through renegotiating the forecast cadence with the commercial team after they missed two submissions”

Marcus Bell (4) · excerpt
page order
1 Stakeholder partneringspread 2
2 Communicating findingsspread 1
3 Financial modellingspread 0
4 Systems and dataspread 0
5 Ownership through closespread 0
Spread: highest score minus lowest
Quotes carried word for word from the four scorecards

So the job is extraction. For each competency, find the sentence each interviewer wrote about it, and carry that sentence onto the page word for word, with a name on it. The rule comes from Anthropic's own resume-screening guidance, which says: for each rubric criterion, find the line in the application that speaks to it, and quote it. A paraphrase of four people fails for the same reason an average does. Both hand you one voice where there were four. Under stakeholder partnering, Joanna Reyes asked twice how the candidate would handle a plant manager who disputes her numbers in front of his own team. In Joanna's words, both times the answer was to take it back to her director. Marcus Bell wrote about the commercial team, and in Marcus's words, she went to their standup every week until they stopped needing the reminder. Then order the page by spread, meaning the highest score any interviewer gave minus the lowest. Stakeholder partnering has a spread of two points, so stakeholder partnering opens the page. The three competencies where all four scores match sit at the bottom. The meeting starts on the argument instead of finding it on page three.

The Cowork project opens one folder holding four scorecards and the instructions

The Cowork project opens one folder holding four scorecards and the instructions
project setup
Created froman existing folder on this computer
Folderdebrief-alina-vos
Holds4 scorecards · PROJECT-INSTRUCTIONS.md
ApprovalManually approve
Anthropic Help Center

“Projects you create from an existing folder on your computer stay on that computer and aren’t saved to your Claude account.”

Processed on Anthropic’s servers
Anthropic Help Center · Organize your tasks with projects in Claude Cowork · Use Claude Cowork safely

The tool is Claude Cowork, Anthropic's workspace for handing Claude a piece of work, on the paid plans: Pro, Max, Team or Enterprise. Reading files on your own computer takes the Claude desktop app. There you make a project from a folder you already have, and Claude reads and writes the files in it with no upload step. Anthropic's help page says a project made that way stays on that computer and is not saved to your Claude account. Claude still processes the files on Anthropic's servers. In Manually approve mode, Claude pauses before each action, and you choose allow or deny.

The instructions file’s first rule forbids summarising any interviewer

The instructions file’s first rule forbids summarising any interviewer
PROJECT-INSTRUCTIONS.md
“Quote the interviewer’s own sentence. Never summarise it, never merge two interviewers into one line, never write a sentence no interviewer wrote.”
“Do not compute or print an average score, per competency or overall.”
“The page stops at the evidence.” · excerpt
“Read nothing outside this folder.” · excerpt
quoted passages that match the cards
With the instructions 20 of 20
Without them 1 of 4
Card “take it back to her director”
Draft without instructions “take it to my director.”
One test run each · Claude on these four scorecards
The four scorecards, read twice: once with the instructions file, once without

The instructions are one page of plain English, saved next to the scorecards. One demand sits above the rest. Quote the interviewer's own sentence, and never summarise it. The page also rules out averages and any hire or no-hire line. I gave Claude these four scorecards twice, once with the instructions and once without. With them, all twenty quoted passages matched the cards word for word. Without them, one of four quoted strings matched. That draft put the words, take it to my director, inside quotation marks. Joanna Reyes's card says, take it back to her director. That is one test run of each, and that gap is why the quote demand leads the page.

The four interviewers settle the split in the room

The four interviewers settle the split in the room

Scorecard folder

  • Renata Dolan
  • Marcus Bell
  • Joanna Reyes
  • Tom Okafor

Quote each interviewer

  • Financial modelling
  • Stakeholder partnering
  • Systems and data
  • Communicating findings
  • Ownership through close

Order by spread

Debrief page

handoff

Debrief meeting

Handoff line set by PROJECT-INSTRUCTIONS.md

Claude

locate the sentence each interviewer wrote

quote it word for word with their name

map it to the competency

order the page by spread

Hiring manager

read every quote back against the cards

resolve the split in the room

decide whether to raise any off-work line

own the hire/no-hire call

The workflow on this packet, under these project instructions

Here is where I'd stop and read it myself. The handoff line marks where the work passes from Claude to you. On Claude's side, Claude finds each interviewer's sentence, quotes it with a name attached, files it under a competency and orders the page. On the hiring manager's side, the first job is reading every quote back against the cards. Then the panel works out whose reading of stakeholder partnering holds up, Marcus Bell's or Joanna Reyes's, and the hiring manager owns the hire or no-hire call. Keeping that call off the page is a rule in the instructions. The test draft without instructions ended on three options: hire, a follow-up conversation first, or no hire.

A “one of us” remark stays on the scorecard, off the debrief page

A “one of us” remark stays on the scorecard, off the debrief page
scorecard-04-tom-okafor.md · Other

“Felt like one of us from minute one”

Tom Okafor · excerpt

“Would be glad to have her at the Thursday lunch.”

Tom Okafor
Anthropic’s screening guidance files “seems like one of us” under where unexamined preference hides.
debrief-alina-vos
4 scorecards · PROJECT-INSTRUCTIONS.md
other candidates · compensation · the rest of the req

“be cautious about granting access to sensitive information like financial documents, credentials, or personal records.”

Anthropic Help Center · excerpt

“Consider creating a dedicated working folder for Claude rather than granting broad access”

Anthropic Help Center · excerpt
Anthropic · hiring-screener/reference/fair_screening.md · Use Claude Cowork safely

Two parts of this job belong to you. The first is any line about something other than the work. Tom Okafor wrote that the candidate felt like one of us from minute one. Anthropic's own screening guidance names the phrase, seems like one of us, as a place where unexamined preference hides. The instructions leave that kind of line out, and the hiring manager decides whether to raise it. The second part is the folder. Anthropic's safety page says to be careful giving Claude access to personal records, and suggests a dedicated working folder. Four people's evaluations of one named candidate are personal records, so this folder holds the four scorecards, the instructions, and nothing else.

By hand the time goes to retyping, and with Cowork it goes to reading

By hand the time goes to retyping, and with Cowork it goes to reading
By hand
about 35 min · estimate
35
Cowork drafting, you checking
run · 4 read-back · 8
12
about 12 min · estimate
minutes
Desk estimate, itemised against these four scorecards

Both numbers are estimates, itemised against these four scorecards. Done manually, the job takes about thirty-five minutes, and about twenty of those minutes go to finding and retyping twenty passages. With Cowork drafting, the job takes about twelve minutes. About eight of those minutes go to the read-back, where you check each of the twenty quotes against its card and confirm the page carries no average or verdict. Checking the quotes is the job, so the check stays on the timesheet.

Monday’s debrief opens on stakeholder partnering, with both sentences on the page

Monday 10:00
Monday’s debrief opens on stakeholder partnering, with both sentences on the page
DEBRIEF-alina-vos-2026-09-21.md
1. Stakeholder partnering · spread 2
Renata Dolan 3 · Marcus Bell 4 · Joanna Reyes 2 · Tom Okafor 3

“I asked twice how she would handle a plant manager who disputes her variance numbers in front of his own team, and both times the answer was to take it back to her director.”

Joanna Reyes (2) · excerpt

“Walked me through renegotiating the forecast cadence with the commercial team after they missed two submissions”

Marcus Bell (4) · excerpt
The page the panel walks in with

At ten on Monday, the hiring manager walks in with Marcus Bell's four and Joanna Reyes's two at the top of one page, with each interviewer's own words under each score. The meeting goes to how this candidate would handle a plant manager who pushes back in front of his own team. The four people in the room make the hire call.