RCM Insights assessment - prove you sell and support the evidence, not the fluency
Objective. A practical, scored assessment for the certification gate: the learner must work realistic RCM Insights scenarios and demonstrate the evidence discipline under pressure. Passing requires a score of at least 80, no critical error, and manager review. Presenting a projection as a result, or quoting an unverified answer externally, is an automatic fail.
This assessment tests whether a Sales or CSM person has internalised the one discipline that makes RCM Insights safe to sell and support: an answer is only as good as the evidence and scope behind it. The scenarios are built so that the tempting fluent answer is the wrong one, and the scoring rewards inspecting evidence, naming definitions and scope, and knowing when to say 'not enough data' or 'confirm with product'.
See it in the demo
How this assessment is scored and gated
Aligned to the Academy certification gate: practical score of at least 80, no critical error, and manager review. The learner works the scenarios below; a reviewer scores against the checklist and watches for the critical errors. A single critical error fails the assessment regardless of the numeric score, because each critical error is exactly the mistake that threatens a customer relationship.
The assessment is practical, not a quiz - the learner must actually run the demo flow or diagnose the case, inspect evidence, and say out loud what they would and would not commit to. The self-check items below are the live assessment questions with model answers; use them as the scored prompts.
Scenario 1 (Sales lean) - the impressive answer in a prospect room
In a live demo, the prospect's RCM director asks an unplanned question and RCM Insights returns a confident, well-worded figure for recoverable denial exposure. The director says, 'That's great, we'll put that in our board pack.'
The learner must: recognise the answer is unverified fluency; open the evidence (source, coverage, freshness) and the metric definition; state whether the data supports the figure or whether 'not enough data' applies; state the seeded-data limitation out loud; and decline to let the figure go into the board pack until it is run against the customer's data and confirmed with product. A strong learner turns this into the next step - a scoped pilot on the director's real question with definitions agreed up front - rather than either over-committing or killing the momentum.
Scenario 2 (CSM lean) - the disputed figure
A live customer's finance lead escalates: 'RCM Insights says our AR days are 48, but our own report says 54. Your tool is wrong.'
The learner must: not concede or defend blindly; walk the diagnosis - pin both metric definitions (same population, period, exclusions?), compare scopes (is a dashboard scoped differently?), check freshness, and check projection-versus-result; identify the most likely cause as a definition or scope mismatch; and escalate correctly if the definitions genuinely diverge from what was agreed. A strong learner explains that a metric definition governs whether the two numbers are even comparable, resolves or documents the mismatch, and proposes pinning definitions with the customer so the dispute does not recur - without guessing at connectors, cadence or an invented explanation.
The scored checklist - what a correct answer contains
Score each scenario against these (weight toward the evidence discipline):
- Inspects evidence - opens source, coverage and freshness rather than trusting the wording. (Essential)
- Names the definition - reads what the metric counts and uses it to judge comparability. (Essential)
- Reads scope - recognises a dashboard figure as scoped, not universal.
- Uses 'not enough data' correctly - applies it where coverage is thin, treats it as valid.
- States the honest limit - seeded-data / confirm-with-product, said proactively. (Essential)
- Correct escalation - routes connectors, cadence, formulas and security to product, never guesses.
- Protects the commitment boundary - refuses to let an unverified answer become an external commitment. (Essential)
- Advances the relationship - turns the discipline into a next step (scoped pilot, pinned definitions) rather than just saying no.
80+ requires all Essential items plus a majority of the rest, cleanly demonstrated.
Critical errors - any one of these fails the assessment
These are automatic fails because each is the exact error that loses customer trust:
- Presenting a projection or modelled figure as an achieved result.
- Quoting or allowing an unverified answer to become an external commitment (letting the board-pack figure through in Scenario 1).
- Treating a fluent answer as proof without inspecting any evidence.
- Misreading a denominator or definition - comparing two same-named metrics with different definitions as if they were equal.
- Reading a scoped dashboard figure as a universal truth and lifting it into a decision without its scope.
- Stating capacity or recoverable value as collected cash.
- Guessing at connectors, refresh cadence, metric formulas, or security/compliance instead of escalating.
Any one of these ends the assessment as a fail regardless of the numeric score; the learner re-sits after coaching.
Interpretation check
The assessment passes only when the learner demonstrates the core discipline under pressure: an Ask answer is a starting point to verify ('not enough data' is valid), a saved dashboard reflects its own filters and scope, and a metric definition governs whether a number is comparable. Presenting a projection as a result, or quoting an unverified answer externally, is a critical error and an automatic fail.
In the field
KnackGlobal (RCM): both scenarios mirror the real stakes under active displacement - a fluent-but-unsupported figure repeated to the client, or a mishandled AR-days dispute, is exactly the error that threatens the largest customer, which is why these are the critical-error fails.
Practical task
Sit the assessment: work both scenarios live against the demo. For each, produce a short written record - the evidence you inspected (source, coverage, freshness, definition), your judgement including any 'not enough data' or 'confirm with product' call, the next step you proposed, and a self-score against the checklist. Submit to your manager for review; a score of at least 80 with no critical error and manager sign-off clears the RCM Insights gate.
Self-check
ASSESSMENT Q1 (Scenario 1): A prospect wants to put an impressive unplanned Ask figure straight into their board pack. What is your correct response, step by step?
Recognise it as unverified fluency; open source, coverage, freshness and the metric definition; judge whether the data supports it or whether 'not enough data' applies; state the seeded-data limit out loud; decline to let it enter the board pack until run against their data and confirmed with product; and convert it into a scoped pilot on their real question with definitions agreed. Letting the figure through is a critical error.
ASSESSMENT Q2 (Scenario 2): The customer says 'your AR days say 48, ours say 54, your tool is wrong.' How do you handle it?
Neither concede nor defend blindly. Walk the diagnosis: pin both definitions (population, period, exclusions), compare scopes, check freshness, check projection-versus-result. The likely cause is a definition or scope mismatch - a metric definition governs comparability. Resolve or document it, escalate if definitions diverge from what was agreed, and propose pinning definitions with the customer. Guessing an explanation or conceding the tool is wrong both fail.
ASSESSMENT Q3: Name three critical errors that fail this assessment outright.
Any three of: presenting a projection as a result; letting an unverified answer become an external commitment; treating fluency as proof without inspecting evidence; comparing two same-named metrics with different definitions; reading a scoped dashboard figure as universal truth; stating capacity or recoverable value as collected cash; guessing at connectors, cadence, formulas or security instead of escalating.
ASSESSMENT Q4: An answer gives a recoverable denial exposure. The buyer calls it 'money we'll save.' What must you say?
That recoverable or capacity value is an opportunity, not collected cash - the two must stay separate until recovery is verified. Stating it as banked savings is a critical error; the honest framing is recoverable exposure to be verified, not cash in hand.
ASSESSMENT Q5: What are the three conditions of the certification gate for this app?
A practical score of at least 80, no critical error, and manager review. A single critical error fails the assessment regardless of the numeric score.
Verified vs demo. Scenarios run against the demo's ask-and-inspect flow on seeded data. The figures, controls and definitions are SME-validation-pending, and the live sources, coverage, freshness, metric definitions and role scope are customer-specific - a correct answer treats all of these as 'confirm with product', which is itself part of what is assessed.