What is data-driven value-based care?

Data-driven value-based care is the operating model where continuous analytics — attribution, PMPM cost, HCC RAF capture, quality measure performance, and operational drivers — actively manage VBC contract performance throughout the performance year, not after settlement. The contrast is with settlement-driven VBC, where the organisation finds out how it did 18 months after the year closed. Data-driven ACOs are roughly twice as likely to earn shared savings as settlement-driven ACOs, even controlling for population, geography, and program type.

The mechanics are simple. A VBC settlement happens 18 months after the performance year closes. By the time most ACOs see their first complete attribution, benchmark, and quality data for performance year 2024, it is mid-2026 — and the levers to influence 2024 outcomes have been closed for over a year. Data-driven ACOs collapse this loop. They ingest claims data monthly (or weekly where the data supports it), compute projected end-of-year performance continuously, and run operational interventions in time to actually move the metrics: AWV-driven HCC capture, post-acute leakage reduction, gap-closure outreach, attribution-at-risk retention campaigns. By the time the year closes, they've spent twelve months managing toward the settlement instead of two months reporting on it.

The biggest constraint on data-driven VBC is not technology — it's organisational. Even ACOs with capable analytics platforms often run them as quarterly reporting tools used by 2-3 executives, not as operational systems used by every PCP, care manager, and care coordinator. The difference between data-driven and settlement-driven is who looks at the data and how often: are the patient action lists landing in the PCP's inbox before clinic on Monday morning, or are they being printed for a quarterly committee meeting? Are care managers working from a continuously-refreshed rising-risk roster, or from a list pulled six weeks ago? The technology to support data-driven VBC has existed for years; the organisational discipline to operate it is the bottleneck.

Three operating practices distinguish data-driven ACOs. First, attribution is monitored monthly, not annually — at-risk-of-loss patients (no PCP visit in 6+ months) are surfaced for outreach. Second, the AWV completion rate is treated as the single most leveraged operational metric, because AWV drives both HCC capture and care gap closure in one visit. Third, post-acute placement is actively steered to the preferred SNF/HHA network through routine care manager intervention at discharge, not through quarterly performance reporting to SNF partners. Vizier, Arcadia, Aledade, and Innovaccer are the analytics platforms most commonly used to operate this way; the deciding factor is rarely the platform — it's whether the ACO actually uses it daily.