AI / system can
- organise evidence already supplied
- surface uncertainty and disagreement
- preserve the original rationale
- retain expected responses and review points
- compare later observations with the original record
- help staff revisit what changed
SignalReview.co
Methodology evaluationRequest evaluation
Academy Decision Review · Methodology evaluation
The next challenge is a decision. The review should remember why.
When a player trains up, plays up, changes role or enters a more demanding environment, staff make a judgement based on evidence, context and professional experience.
SignalReview is exploring a lightweight way to preserve that reasoning inside the existing Individual Learning Plan (ILP) and review process, then return to it when new evidence arrives.
Not another player score. Not another standalone form. Not an AI making pathway decisions.
Decision memory
One lightweight review loop
v0.2
01Evidence + uncertainty
02Development objective
03Chosen challenge
04Player understanding
052–3 observable responses
06Review point
07Later review
Workflow boundary
This record is designed to sit inside an academy's existing ILP or player-review workflow. It is not intended to create a parallel reporting process.
Next Challenge Decision Record v0.2
Preserve the reasoning before hindsight changes it.
The structure is deliberately bounded: enough to remember the judgement, the player's understanding, the expected response and the review trigger without creating a second administrative workflow.
01
What are we seeing?
Main evidence, observations, uncertainty and disagreement behind the current view.
02
Why does the player need a different challenge now?
The individual development problem or objective being tested.
03
What challenge are we choosing?
For example: train up, play up, bounce game, different role, higher physical demand or another exposure.
04
What does the player understand?
Why this opportunity or challenge is happening and what it is intended to develop.
05
What 2–3 things are we looking for?
Concrete observable responses that would suggest the challenge is appropriate.
06
When do we review it?
A defined review point or observable trigger.
Review
What actually happened?
Did we see the expected response?
Decision: Keep pushing / modify the challenge / pull back / reassess the original view.
Human authority boundary
Structure without replacing football judgement.
SignalReview can preserve and organise a reviewable record. Football staff remain authoritative for the player-development decision.
Football staff remain responsible for
- interpreting the player and context
- deciding whether evidence is meaningful
- choosing the development challenge
- communicating the challenge to the player
- changing or stopping the intervention
- owning the final player-development decision
SignalReview does not automatically decide selection, promotion, loan placement, retain/release or player pathway.
Methodology evaluation
Challenge the workflow against a real review process.
Academy Decision Review is currently under methodology evaluation. It is not yet a deployed or commercially validated club product.
Synthetic or anonymised workflow examples are sufficient. Please do not send player-identifiable or sensitive player information at this stage.