Case 93 / 183 Associate

Operational Improvement: What Aurelius Does

LBO & Private Equity

The prompt

“As a private equity associate at a value-oriented turnaround investor such as Aurelius, you have just signed the carve-out of an underperforming industrial business, and the investment committee wants the operational improvement plan quantified. Walk me through how you would size the working capital release, the procurement savings, the headcount reduction and the pricing action, then translate that plan into an EBITDA bridge and an equity return.”

📋 What you're given

As a private equity associate at a value-oriented turnaround investor such as Aurelius, you have just signed the carve-out of an underperforming industrial business, and the investment committee wants the operational improvement plan quantified. Walk me through how you would size the working capital release, the procurement savings, the headcount reduction and the pricing action, then translate that plan into an EBITDA bridge and an equity return.

1. Task Overview

Task: Turn a qualitative operational improvement plan into a defensible set of numbers, so that the investment committee can see how much value each individual lever contributes and how the plan as a whole converts a low-margin carve-out into an equity return.

Step 1: Given Data — NordThermik GmbH, a Carved-Out Industrial Heating Systems Business

NordThermik is an illustrative target: a €400m-revenue heating systems manufacturer being carved out of a larger listed industrial group, where it has been run as a non-core division for years. The figures below are the last twelve months (LTM) as presented in the vendor due diligence pack.

Line ItemLTM Value
Revenue€400.0m
Materials and bought-in components€180.0m
Direct labour€70.0m
Other production and logistics costs€50.0m
SG&A (including allocated group overhead)€88.0m
Accounts receivable€80.0m
Inventory€65.0m
Accounts payable€40.0m
Total headcount2,400 FTE
Average fully loaded cost per FTE€72,000
Restructuring provision required at close (severance and one-time implementation cost)€15.0m
Transaction fees€5.0m

For working capital purposes, treat cost of goods sold as materials and bought-in components plus direct labour plus other production and logistics costs. Use a 365-day year throughout.

Step 2: Entry EBITDA

Show Entry EBITDA Formula

EBITDA = Revenue - Materials - Direct Labour - Other Production Costs - SG&A

Using this formula, compute LTM EBITDA and the corresponding EBITDA margin.

Step 3: Working Capital Efficiency at Entry

Show Working Capital Day Formulas

DSO = Accounts Receivable / Revenue × 365

DIO = Inventory / COGS × 365

DPO = Accounts Payable / COGS × 365

Net Working Capital = Accounts Receivable + Inventory - Accounts Payable

Using these formulas, compute DSO, DIO, DPO and net working capital at entry, and express net working capital as a percentage of revenue.

Step 4: One-Time Cash Release from Working Capital

Show Cash Release Formula

Target Balance = Driver × Target Days / 365

Cash Release from Receivables = Current AR - Target AR

Cash Release from Inventory = Current Inventory - Target Inventory

Cash Release from Payables = Target AP - Current AP

Commercial due diligence benchmarked the business against listed peers and produced the following 100-day plan targets. Assume:

  • Target DSO = 55.0 days (tighter payment terms and an active collections function)
  • Target DIO = 60.0 days (SKU rationalisation and a shift from make-to-stock to make-to-order on low-runner products)
  • Target DPO = 65.0 days (renegotiated supplier terms, in line with peers)
  • Revenue and COGS drivers held at the LTM levels shown in Step 1

Using these targets, compute the one-time cash release from each of the three working capital lines, the total release, and the resulting net working capital position.

Step 5: Procurement Savings

Show Procurement Savings Formula

Procurement Savings = Total Materials Spend × Addressable Share × Negotiated Savings Rate

Assume:

  • Addressable share of materials spend in year one = 70% (0.70), the balance being sole-sourced or under long-term contract
  • Negotiated savings rate on addressable spend = 6.0% (0.060), from supplier consolidation and re-tendering

Using these inputs, compute the annual run-rate procurement saving.

Step 6: Headcount Reduction Savings

Show Headcount Savings Formula

Headcount Savings = Positions Removed × Average Fully Loaded Cost per FTE

Assume:

  • Positions removed = 180 FTE, all in indirect and administrative functions duplicated by the carve-out from the parent group
  • Average fully loaded cost per FTE as given in Step 1
  • No reduction in direct production headcount, so volumes are unaffected

Using these inputs, compute the annual run-rate personnel saving.

Step 7: Net Pricing Effect

Show Net Pricing Effect Formula

Gross Price Uplift = Affected Revenue × Price Increase

Lost Revenue = Affected Revenue × Volume Attrition

EBITDA Lost on Attrition = Lost Revenue × Contribution Margin

Net Pricing Effect = Gross Price Uplift - EBITDA Lost on Attrition

A pricing diagnostic found that the spare parts and service book has been priced off an outdated list. Assume:

  • Affected revenue = 40% (0.40) of total revenue
  • Price increase on affected revenue = 3.5% (0.035)
  • Volume attrition on affected revenue = 2.0% (0.020)
  • Contribution margin on lost volume = 25% (0.25)

Using these inputs, compute the net pricing effect on EBITDA and the resulting pro-forma revenue.

Step 8: EBITDA Bridge to Run-Rate

Show EBITDA Bridge Formula

Run-Rate EBITDA = Entry EBITDA + Procurement Savings + Headcount Savings + Net Pricing Effect

Using this formula, build the bridge from entry EBITDA to run-rate EBITDA and compute the run-rate EBITDA margin. Note carefully which of the four levers belongs in this bridge and which does not.

Step 9: Entry Structure and Exit Equity Return

Show Return Formulas

Entry Enterprise Value = Entry Multiple × Entry EBITDA

Total Uses = Entry Enterprise Value + Restructuring Provision + Transaction Fees

Sponsor Equity = Total Uses - Debt Raised

Exit Enterprise Value = Exit Multiple × Run-Rate EBITDA

Exit Equity Value = Exit Enterprise Value - Exit Net Debt

MoM = Exit Equity Value / Sponsor Equity

IRR = MoM ^ (1 / Holding Period) - 1

Assume:

  • Entry multiple = 5.0x LTM EBITDA
  • Debt raised at close = €20.0m
  • Holding period = 3 years
  • Exit multiple = 5.0x run-rate EBITDA (no multiple expansion credited, to keep the operational levers isolated)
  • The working capital release is applied first to repay the debt, with the surplus held as cash on the balance sheet
  • Operating cash flow after capital expenditure, interest and tax is broadly neutral over the plan period, so the working capital release is the only movement in net debt

Using these inputs, compute sponsor equity at entry, exit net debt, exit equity value, MoM and IRR.

💡 Model answer

Try answering out loud first — then reveal the model answer and compare.

⚠️ Common mistakes

  • Adding the working capital release into the EBITDA bridge. It is a one-time cash movement that changes net debt, not a recurring earnings improvement, and putting it in the bridge means it gets valued at the exit multiple as well — double-counting the single largest number in the plan.
  • Applying the negotiated savings rate to total materials spend instead of to the addressable share. Sole-sourced and contractually locked spend cannot be re-tendered in year one, and ignoring that inflates the procurement lever by roughly 40% here.
  • Deducting the full lost revenue from EBITDA on the pricing lever instead of only the contribution margin on that revenue. Volume you no longer serve also no longer carries variable cost.
  • Using gross salary rather than fully loaded cost per FTE, which understates the personnel saving by around a quarter in a German industrial setting, and forgetting that the severance and works council cost has to be funded in cash at close.
  • Presenting a plan that lands the business above peer margins. An operational plan that projects best-in-class performance for a business that has never managed its own cost base is not credible, and interviewers read it as a sign the candidate has not sanity-checked the output.
  • Assuming instant run-rate delivery and then quoting the resulting IRR without flagging the assumption. Real plans phase in over two to three years, and the phasing is usually the largest single driver of the IRR.

🔁 Follow-up questions

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