Every January, the panic begins. Thousands of charts from last year need review by March. Your team abandons everything else. Vendors promise miracles. Coffee consumption triples. Mistakes multiply. By April, exhausted staff submit codes they’re not confident about, hoping documentation holds up under audit. Sound familiar? This annual ritual of retrospective risk adjustment chaos doesn’t have to be your reality.
The Annual Insanity Cycle
We’ve accepted this madness as normal. December 31st closes the books. January 1st starts the race. Ninety days to review twelve months of encounters. It’s like trying to drink from a fire hose while running a marathon. Nobody questions whether this makes sense because “that’s how we’ve always done it.”
The concentration risk should terrify executives. Your entire year’s revenue recovery depends on three months of frantic work. If key staff get sick, systems crash, or vendors fail during this window, millions vanish. Yet we keep betting everything on this compressed timeline instead of spreading risk across the year.
The quality destruction during these sprints is predictable and preventable. Week one maintains decent standards. Week six sees corners cut everywhere. Week twelve? Pure survival mode. Codes get submitted that nobody would approve under normal circumstances. Documentation that looks questionable gets rationalized. The pressure overrides judgment every single time.
Your best people burn out during these sprints. Not the mediocre performers who pace themselves, but the dedicated experts who actually care about accuracy. They work weekends trying to maintain quality. They lose sleep worrying about mistakes. By April, they’re considering career changes. The institutional knowledge walking out your door costs more than any revenue you recovered.
The False Economics
The financial argument for annual retrospective review seems logical until you examine it closely. Batching work should create economies of scale. Concentrated effort should reduce per-chart costs. Annual contracts should provide vendor discounts. Except none of this actually happens.
Vendor pricing during peak season reflects supply and demand reality. January through March rates are 50-100% higher than off-peak periods. You’re paying premium prices for rushed work during the industry’s busiest season. That economy of scale? It’s actually a scarcity premium.
The hidden costs multiply beyond vendor fees. Overtime for internal staff. Temporary contractors at agency rates. System upgrades to handle volume spikes. Error correction from rushed work. Audit defense for questionable submissions. Add these to your retrospective review budget and watch the ROI evaporate.
But the opportunity cost hurts most. While your team excavates last year’s encounters, this year’s opportunities disappear. Current documentation issues go unaddressed. Provider education stops. Process improvements halt. You’re so busy mining historical value that you’re not building future capabilities.
The Continuous Alternative
The smartest health plans quietly abandoned annual retrospective chaos years ago. They review encounters continuously, maintaining a steady monthly rhythm that produces better results with less stress. January encounters get reviewed in February. February in March. No sprints. No panic. No burnout.
The math is identical but the execution transforms completely. Reviewing 50,000 annual encounters in three months requires 550 charts daily. Reviewing 4,200 monthly encounters over four weeks needs 200 charts daily. Same volume, sustainable pace. Your team maintains quality because they’re not exhausted.
The vendor economics flip completely. Off-peak pricing for steady monthly work costs 40% less than peak rates. Vendors assign their best resources to predictable monthly contracts versus scramble staffing for quarterly spikes. You get better service for less money by avoiding the January gold rush.
Technology works better with continuous flow too. AI models train on fresh data monthly rather than annual batches. Patterns emerge quickly instead of hiding in year-old data. Providers receive timely feedback that actually changes behavior. The feedback loop tightens from 18 months to 30 days.
The Implementation Reality
Transitioning from annual to continuous review feels overwhelming until you start. Pick one product line or geographic region. Run continuous review for that population while maintaining traditional processes for others. Prove the model works before expanding.
The resistance will be fierce. Finance wants their annual revenue projection in March, not distributed across quarters. Operations built their workflows around annual cycles. Vendors prefer concentrated revenue over distributed contracts. Everyone invested in the current dysfunction will resist change.
Here’s the conversation changer: document this year’s scramble in detail. Track every hour of overtime. Calculate error rates by week. Measure staff turnover post-sprint. Quantify vendor premiums. Total the true cost of concentrated review. The numbers will shock executives into supporting change.
Start the transition in July, not January. By the time next year’s traditional scramble would begin, you’ll have six months of continuous review running smoothly. The comparison between your calm monthly process and industry panic will convert remaining skeptics.
The Competitive Advantage
While competitors exhaust themselves in quarterly sprints, you’ll maintain steady progress year-round. While they pay premium rates for rushed work, you’ll get quality service at reasonable prices. While their best people burn out and leave, yours will thrive in sustainable roles.
The revenue arrives sooner too. Continuously reviewed encounters get coded and submitted months before annual review would catch them. That acceleration improves cash flow, reduces working capital needs, and enables reinvestment in growth rather than catch-up.
Most importantly, continuous review creates organizational resilience. If someone leaves, the impact is minimal because work is distributed. If systems fail, you lose days, not months. If vendors disappoint, you can switch without losing an entire year’s revenue. The fragility of concentrated review disappears.
The January scramble doesn’t have to be your reality. The technology exists for continuous review. The economics favor it. The human impact demands it. The only question is whether you’ll break the cycle this year or condemn your team to another unnecessary sprint. They deserve better. Your organization deserves better. And deep down, you know the annual insanity has to stop.

