Reference file

Pipeline analytics views that feed forecast accuracy

pipeline-analytics-views-that-feed-forecast-accuracy.md

Pipeline Analytics Views That Feed Forecast Accuracy

On-demand reference for the revops-forecasting skill.

Four diagnostic views that turn pipeline data into forecast intelligence. Build these as saved views or dashboards alongside the forecast process.

View 1: Pipeline Waterfall

Track how pipeline moves through the system each period:

Movement What It Shows Forecast Impact
Created New pipeline added this period Leading indicator — is next quarter's pipe building?
Moved In Deals pulled forward from future periods Positive but watch for false acceleration
Moved Out Deals pushed to future periods (slippage) #1 forecast accuracy killer
Won Deals closed this period Actual vs forecast — the truth metric
Lost Deals closed-lost or disqualified Healthy loss rate means qualification is working

Weekly review question: "Is the waterfall balanced? If Moved Out > Created, the pipeline is shrinking."

View 2: Forecast vs Actuals Tracking

Compare forecast at each checkpoint against actual close:

Week of Quarter Commit Forecast Actual Close Variance Diagnosis
Week 1 €X Starting position
Week 4 €Y If Y < X: deals slipping early
Week 8 €Z If Z < Y: pattern problem
Week 13 €Final €Actual ±% Accuracy score

Diagnosis patterns:

  • Forecast shrinks steadily → over-commitment at start of quarter (tighten Commit criteria)
  • Forecast grows late → sandbagging or late-quarter inbound (capture earlier)
  • Wild swings → stage definitions don't mean anything (standardize)

View 3: At-Risk Opportunity Identification

Six risk signals with threshold triggers:

Risk Signal Threshold Action When Triggered
No activity in 14+ days 14 days since last logged activity Flag deal owner — deal is likely dead
Close date unchanged 3+ weeks Same close date for 21+ days Challenge close date in next forecast call
Single-threaded Only 1 contact on deal Coach multi-threading immediately
No next step scheduled Next activity date is empty Create task: "Set concrete next step within 48 hours"
SPICED score ≤7 at Proposal+ stage Score below threshold for stage Send back to discovery — not qualified
Deal health score ≤9 Composite health below threshold Manager intervention required

Automation: Build a "Deals at Risk" saved view combining these signals. Review at every forecast call.

View 4: Pipeline Health Snapshot

Weekly diagnostic combining all analytics:

Metric This Week Last Week Trend Action
Total active pipeline
Coverage ratio (vs target) If <3x: activate contingency
Deals created this week
Deals moved out (slipped) If >15% of pipe: process review
Average deal age (open) If rising: velocity problem
At-risk deals (count) Each needs a documented plan
Forecast confidence range Commit ± Best Case spread

Purpose: One view, five minutes, complete pipeline diagnostic. Use at the start of every forecast call.

Canon References for Pipeline Analytics

Cross-references: full pipeline analytics views with implementation specs, and signal-trigger-action patterns for at-risk identification.