Capability 16 · Screening

Three lines of requirements arrive.
The shortlist should come with evidence.

A ranking flow for teams that screen many profiles, suppliers, products, or options against short requirements — and need to explain why each one made the list.

ScreeningRankingEvidenceHuman review
02

The situation

The work is repeated every time a new requirement arrives.

A manager sends a short requirement: someone with Azure, Power Platform, and finance process experience. Or the team needs to compare suppliers, products, or applications against a few criteria.

Someone starts reading — profiles, documents, notes, rows, options. They filter, compare, rank, and write down why one option looks better than another.

It works once. Then the next requirement arrives, and the whole pass starts again from a blank screen.

03

The challenge

Ranking is easy to get wrong.

If the criteria are vague, the result becomes subjective. If the filter is too strict, good options are quietly lost.

And if the reasoning is not visible, nobody trusts the shortlist — so the team redoes the work by hand anyway.

They don't only need a ranked list. They need to see why each option was included, excluded, or marked for review.

04

The capability

Short requirements become a structured review.

The requirement is clarified into criteria. Hard filters are applied first. Relevant options are scored against the criteria, and evidence is shown beside each recommendation.

Unclear matches are held for a person to look at. Strong, well-supported matches rise to the top of the list.

The final decision stays with people — the first pass just no longer starts from nothing.

05

How the flow works

01A short requirement is entered
02Criteria and hard filters are structured
03Profiles, suppliers, products, or options are collected
04Each option is checked against the requirement
05Matches are ranked with visible reasoning
06Weak or unclear matches are flagged for review
07A reviewer approves, rejects, or adjusts the shortlist
08Feedback improves the ranking logic over time
06

Before / after

Before

Someone reads every option by hand, applies judgment inconsistently, and prepares a shortlist that is hard to explain.

The reasoning lives in their head.

After

The workflow prepares a ranked shortlist with evidence. People review the strongest candidates or options first.

The reasoning is visible before a decision is made.

07

Controls

  • Hard filters are defined upfront
  • The ranking criteria stay visible
  • Evidence is shown for each match
  • Weak matches are flagged, not hidden
  • Human review is always required
  • No automatic final decision is made
  • Reviewer feedback is captured
  • The scoring logic can be adjusted
08

Where this applies

Candidate screeningSupplier selectionProduct comparisonVendor RFPsApplication triageOption appraisal
09

What changes

No more blank-screen starts
Consistent, repeatable criteria
Evidence beside every match
Faster first-pass screening
A shortlist people can explain
Ranking that improves over time
10

Questions about shortlisting

How is a ranked shortlist different from a filter?

A filter removes, a ranking explains. Each candidate keeps a score and the reasons behind it, so your team can see why something placed where it did and override it with knowledge the data does not hold.