Building a Direct Contracting Dashboard That Actually Matters

Direct contracts generate data quickly.

Claims, steerage, member experience, operational issues.

The temptation is to turn all of that into a giant dashboard that no one reads.

You do not need 40 charts.

You need a short list of metrics that:

• Tell you whether the program is working.
• Tell you what to change.
• Can be explained in under five minutes to a CFO or board committee.

The four questions your dashboard must answer

1. Are members actually using the direct contract?
2. Are we saving money on the cases that go through it?
3. How are members experiencing the program?
4. Is the program causing operational friction we did not anticipate?

If your dashboard cannot answer those, it is decoration.

Metric 1: Steerage rate

Definition:

Percentage of eligible cases that go through the direct contract pathway.

Cut it by:

• Market or region
• Service line
• Member segment (e.g., union vs. non-union, hourly vs. salaried)

This tells you whether your incentives, communications, and navigation are doing their job.

If steerage is low, you have a behavior problem, not a contract problem.

Metric 2: Unit cost vs. baseline

Definition:

Average allowed amount per case under the direct contract vs. historical baseline for similar cases.

You do not need perfect risk adjustment to get a signal.

At minimum:

• Compare to your own prior-year average for the same DRGs or CPT groupings.
• sanity-check against a Medicare-based benchmark.

If unit cost is not meaningfully better than baseline, you may have negotiated a nice story but not a better deal.

Metric 3: Total program savings

Definition:

(Baseline cost per case − Direct contract cost per case) × Number of cases through the program, minus incremental program costs.

This gives you a headline:

• Dollars saved year-to-date
• Savings as a percentage of baseline spend for that slice

It is also where you incorporate:

• Navigation or platform fees
• Member incentives and travel costs

If this number is small despite good unit cost and steerage, your target slice might be too narrow.

Metric 4: Member experience

You do not need a 30-question survey.

You need a simple, repeatable signal:

• A 1–10 satisfaction score post-episode
• A single “Would you recommend this path to a coworker?” question

Track:

• Average score
• Distribution (how many 9–10s vs. 1–3s)
• Free-text themes on what went well and what broke

A direct contract that saves money but angers members will not survive contact with reality.

Metric 5: Operational friction

Finally, count the pain:

• Number of escalations from HR or managers
• Number of prior auth or eligibility issues specific to the program
• Number of claims requiring manual intervention or reprocessing

You can keep this simple—a monthly log categorized by issue type and root cause.

If this list is long and growing, your implementation design needs work, even if the financial metrics look good.

Turn the dashboard into decisions

A good dashboard leads directly to actions, for example:

• Low steerage, good unit cost: Invest more in communication and incentives.
• Good steerage, weak unit cost: Revisit pricing or scope with the provider.
• Good savings, bad member experience: Fix access and navigation issues before expanding.
• All green: Decide whether and where to scale.

Direct contracting is not a “set and forget” play.

But it also does not require a data science team.

A handful of disciplined metrics, reviewed every quarter with the right people in the room, is enough to keep most programs honest and moving in the right direction.