Variance Analysis - Jobs & Desired Outcomes¶
Confirmed Outcomes¶
Corroborated by 2+ sources
Job: Investigate variances between forecast and actuals to create accountability¶
| Desired Outcome | Status | Solved By |
|---|---|---|
| Minimize the time to identify root causes of forecast variances | ✅ Solved | Variance Analysis |
| Minimize the time required to identify which categories are causing variances | ✅ Solved | Variance Analysis |
| Reduce manual effort to drill down from summary to transaction level | ✅ Solved | Variance Analysis |
| Increase the ability to make informed model configuration decisions | ⚠️ Partial | Variance Analysis, Forecast Settings |
| Provide data-backed feedback to business teams (AP, sales, etc.) when their forecast inputs don't match actuals | ⚠️ Partial | Variance Analysis |
| Reduce the frequency of unexplained variances that erode forecast trust | ⚠️ Partial | Variance Analysis |
| Minimize the effort to identify categorization issues causing variance | ⚠️ Partial | Variance Analysis |
| Increase ability to show forecast improvement to management | ❌ Not solved | — |
Gaps: No automated variance explanations. No export/sharing workflow for stakeholder communication. No model performance recommendations. No permanent vs timing difference tracking.
Sources: - ON (2025-11-11) - "I want to see the actual transactions in this category that is driving this variance" / Based on this variance analysis, it also gives us the tools to make choices as to how we want to configure the models. - ON (2025-11-17) - "Variance is not there. No comparison. This is what we are not doing either." - Yulia / Confirming Kyriba lacks this capability - Personio (2024-10-03) - "The starting point should be variance analysis, right? It should be the review of actual versus forecast." - Sonder (2024-10-03) - "I think it is the variance analysis. That's the most critical, right? Like just taking the actuals and overwriting your forecast is not smart." - ON (2024-11-19) - "Zero variance = success" / Need to attribute variances to specific categories or entities - Personio (2024-11-26) - "If you can have more detail... that gives you, okay, what type of supply payment or who entered the supplier." - Volvo Cars (2025-03-27) - "I think if you see a variance, you pay more attention. If you have to report a deviation of something, you pay a little bit more attention." - ON (2025-08-07) - Two use cases: (1) Quarter-end reporting to management, (2) Finding flaws to prevent overdrafts