--- title: Process Mining Spectrum (Refined Framework) type: concept tags: [bpm, process-mining, framework, cartography, auditing, navigation] sources: ["[[sources/2011-vanderaalst-process-mining-book]]"] created: 2026-04-20 updated: 2026-04-20 --- # Process Mining Spectrum Van der Aalst's **refined process mining framework** ([[sources/2011-vanderaalst-process-mining-book]], §10.1), a 3×2 reframing of the classical three-type taxonomy (discovery / conformance / enhancement). ## Two axes **Axis 1: what is the model *used for*?** — three activities: 1. **Cartography** — build and maintain a *map* of the process. Includes discovery and enhancement (adding organisational / time / data perspectives). Analogy: drawing the street map. 2. **Auditing** — compare actual behaviour against a reference model. Includes conformance checking and compliance. Analogy: checking whether cars obey the traffic rules the map prescribes. 3. **Navigation** — use the model *prescriptively* to guide action: simulate scenarios, predict arrival time for a running case, recommend the next activity. Analogy: TomTom/Google Maps navigating an actual journey. **Axis 2: is the analysis *offline* or *online*?** - **Offline** — retrospective, post-mortem analysis of completed traces. - **Online** — live, as events stream in. ## The 3×2 grid | | Offline | Online (runtime) | |---------------------|---------------------------------------|----------------------------------------| | **Cartography** | Discover a model from a past log; add KPI overlays | Update the map as the log grows | | **Auditing** | Retrospective conformance report | Online **detect**: alert on deviations as they happen | | **Navigation** | Simulation, what-if scenarios | **Predict** remaining time / outcome; **recommend** next action | The six cells span the whole **process mining spectrum**. The PPM literature inhabits the Navigation-Online cell; conformance work inhabits both Auditing cells; classical discovery inhabits Cartography-Offline. ## Why the refinement matters The classical three-type taxonomy (discovery / conformance / enhancement) describes **inputs and outputs** of mining. The refined framework describes **use**. The latter is what practitioners and tool vendors care about: a ProM plug-in is classified by whether it produces a map, audits compliance, or guides navigation. It also makes the runtime/online dimension first-class, which is what enables [[concepts/operational-support]] and downstream [[concepts/predictive-process-monitoring|PPM]]. ## Related [[methods/process-mining-basics]] · [[concepts/operational-support]] · [[concepts/conformance-checking]] · [[concepts/process-discovery]] · [[sources/2012-vanderaalst-process-mining-manifesto]] (older three-type taxonomy)