Ok.  I confess.  The title should read “Stop thinking that what you are doing is managing the recovery rate”.  Most accounting firms are still trying to fix recovery rate.

• They argue about it in partner meetings.
• They pressure managers about it at month‑end.
• They tweak charge‑out rates and hope for the best.

And yet—despite better tools, better data, and better intentions—recovery rate stubbornly refuses to move.  There’s a simple reason for this - recovery rate is not a lever. It is an outcome. And its one we usually measure in the negative sense – write-offs.  There, I said that word.

By the time it appears on a report, the decisions that determined it have already been made—often weeks earlier. If firms want different outcomes, they need to stop steering by lag indicators and start managing the lead indicators that actually shape financial outcomes.

Recovery rate feels actionable because it’s visible, familiar, and emotionally charged.  Or perhaps not.  Most firms will usually talk of the bad version of recovery rate – the opposite measure – write offs.  Perhaps part of the reason why recovery rates are misunderstood! The focus should be on billing or recovering more, not just writing off less.

Whist it feels actionable, recovery rate, in practice, tells you only one thing: whether the operating system worked last month. It does not tell you:

• Where capacity was created or lost
• How partner time was actually used
• Whether advisory effort was priced correctly
• Where delivery choked or rework crept in

Firms that try to “improve recovery” directly typically fall into one of three traps:

1. They pressure staff, creating burnout and quality erosion
2. They tinker with pricing, ignoring delivery constraints
3. They argue about behaviour, without changing the system

None of these change the mechanics that are producing the bad outcomes.  All that is happening here is that you are watching it happen.

With the intensifying of technology investment, whether it be bringing in new platforms or investing in AI, the question arises as to just where the ROI of these efforts should show up before we get to the outcome of recovery rate for last month?  I think there is a golden triangle of measures that give us lead indicators of improvements – job turnaround time (JTT), revenue per FTE, advisory penetration per client (accompanied by correct pricing).  The investments being made should drive efficiency (JTT).  If the efficiency is not then utilised to fill capacity (Rev/FTE and AP per client), then team members will fill the time themselves and recovery rates will go nowhere.

Some might argue that jumping to an immediate rise in advisory penetration per client won’t happen overnight.  That’s understood.  But if you improve JTT and just keep bringing in the compliance work quicker, you WILL run out of work eventually.  And THAT is when the advisory services should be there to fill the breach.  So, it may only be timing, but it will need to happen.

In firm after firm, the same pattern shows up—regardless of size, brand, or tech stack.

• If Job Turnaround Time improves but advisory doesn’t move → Revenue per FTE won’t move
• If advisory moves but pricing leaks → Revenue per FTE won’t move
• If pricing improves but JTT flounders → Revenue per FTE won’t move

These are not opinions. They are operating realities.  And recovery rate is where every breakdown in this chain eventually reveals itself.

1. JTT Improves, But Advisory Doesn’t Move

Jobs go out faster.  WIP reduces. Everyone feels more efficient.

But nothing changes financially because:

• Partner diaries refill with reviews instead of client conversations
• Low‑value work expands to fill the gap
• No deliberate reallocation of capacity occurs

Recovery rate softens or stays flat, despite improved utilisation.

What’s really happening: Capacity was created—but no one decided what it was for. And partners are still doing reviews which should be moved down the chain.  Without explicit direction, chargeable time goes back into production, WIP rises and recovery rate goes down.

2. Advisory Moves, But Pricing Leaks

Firms proudly report more advisory conversations, more non‑compliance hours and stronger client engagement

But recovery rate doesn’t lift.

Why?

• Advisory is loosely scoped
• Fees are negotiated down “for the relationship”
• Delivery creep erodes margin
• Write‑downs quietly absorb the upside

Recovery rate flatlines, despite the changing work mix.

What’s really happening: Effort increased, but the numbers didn’t. This is advisory theatre—activity without financial discipline.

3. Pricing Improves, But JTT Flounders

The firm implements pricing changes, fewer discounts and better billing discipline.  And still, recovery rate becomes volatile. Why?

• Review bottlenecks slow delivery
• Staff wait, then rush
• Rework increases
• Partner production re‑expands

The price rise is eaten by inefficiency.

What’s really happening: Value was set—but not delivered cleanly. You can’t price above the system’s throughput capacity and making time available for better value work.

Recovery rate is not useless—it’s just commonly misused. Its proper role is forensic, not operational.

Think of it as:

• A validation metric, not a steering control
• A symptom map, not a diagnosis
• The referee, not the coach

In well‑run firms, recovery rate answers only one question: Did our lead indicators align? If the answer is no, the work happens upstream.

Firms should consider anchoring to a small set of weekly‑manageable lead indicators:

1. Job Turnaround Time (Capacity Creation)

• How fast work moves end‑to‑end
• Where WIP stagnates
• Where review congestion lives

JTT will impact whether usable capacity is created at all.

2. Advisory Cadence (Capacity Direction)

• Which named clients are on recurring advisory
• Whether advisory is scheduled—not opportunistic
• Whether partners protect time for future‑focused work

This is where reclaimed capacity can be deliberately pointed.

3. Pricing Discipline (Capacity Capture)

• Proposal design
• Service pricing floors
• Write‑downs – reset the culture (but don’t make it personal or take personally)

Pricing discipline converts effort into a just reward.  The lack of one will neutralises it.

4. Review Throughput (Capacity Protection)

• Reviewer: preparer ratios and allocation of reviewing to the right levels.
• Review timing
• Right‑first‑time quality

Without throughput protection, every pricing or advisory gain leaks.

When all four operate together the recovery rate will lift—and stay lifted.

Because recovery rate moves after behaviour, aggregates multiple failure points and Is impossible to fix without disturbing the system, by the time partners are debating recovery at month‑end, the drivers are already locked in:

• Diaries were misused
• Work was misrouted
• Pricing slipped
• Reviews choked flow

Managing recovery at that point is like adjusting the speedometer to go faster.

This one line stops most unproductive debates:
We don’t try to improve recovery rate. We improve the behaviours that make recovery inevitable.
If recovery doesn’t move, one of four things is true:
1. Capacity wasn’t truly freed
2. It wasn’t deliberately redirected
3. It wasn’t priced properly
4. It collapsed under delivery friction
That directs leadership attention to action—not blame.

AI, workflow tools, and automation are accelerating capacity creation. But without:

• Direction
• Discipline
• Throughput governance

they accelerate nothing financially.   In fact, many firms are now:

• More efficient
• More exhausted
• No more profitable

Because they upgraded tools without upgrading operating behaviour.

Recovery rate will always reflect reality. But it will never create it. Sustainable improvement in firm financial outcomes happens only when:

• Turnaround time is engineered
• Advisory is deliberately booked
• Pricing is enforced
• Delivery is protected

Get those right, and recovery rate follows. Ignore them, and recovery rate will continue to haunt partner meetings for all the wrong reasons.

Recovery rate doesn’t tell you what to fix. It tells you whether your fixes actually worked.

That’s not semantics. That’s economic truth.