Why Autonomous Outpatient Coding Was Harder Than Expected
Sandra Lood opens with her leadership philosophy: be transparent and celebrate failures. The initiative she describes is an autonomous coding rollout in outpatient, driven by a rapid growth plan across hospital outpatient departments and ambulatory that outpaced coder capacity. She believed then, and still believes, that outpatient cases are well-suited for autonomous coding. The documentation is there, the cases are less complex, and the machines are capable of learning them. What she did not anticipate was how difficult the implementation itself would be.
Key Takeaway
Autonomous coding in outpatient is a genuine technology fit. But technical feasibility does not equal implementation ease. Organizations that go in expecting a straightforward journey should prepare for real change management demands, vendor coordination challenges, and a learning curve that only resolves with patience and clear success metrics.
“It was a true roller coaster of an implementation.”
Sandra Lood, Vice President of Revenue Cycle, Cottage Health
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