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Private equity: Driving value creation with data-driven costing

February 25, 2026 / 4 min read

Private equity portfolio companies often embark on operational improvements without accurate cost data, resulting in failed initiatives and missed gains. Learn how better costing can help align priorities, reduce risk, and target improvements that yield maximum efficiency and value creation.

When attempting to create value, manufacturing companies often jump into operational improvements or alternative sourcing arrangements to achieve cost savings. And in many cases, they don’t realize the expected outcome. Why? Decision-makers on the plant floor typically focus on what they understand best — things such as increasing throughput on a machine, adding more people, etc. — but lack an accurate cost baseline to support their decision. This can result in problems such as increasing throughput on a line only to create more capacity for which there was no demand. Or perhaps shifting production to a supplier or another country based on incorrect cost drivers, only to find costs actually increased because freight costs outweighed any labor synergies. There are countless examples of value creation initiatives that produce minimal results. More often than not, the failures are attributable to an improper allocation of costs in the production environment with decisions based on data that’s outdated or wasn’t valid to begin with.

Simplified costing methods are a major red flag

Relying on simplified costing methods in complex operating environments is a major red flag. For example, applying labor hours into machine‑intensive environments, or machine hours where material burden dominates, can create serious cost distortions. These inaccuracies often cause high‑volume, low‑complexity products to subsidize low‑volume, high‑complexity ones, masking true profitability and eroding EBITDA through poor pricing, product mix, and capital allocation decisions. In many cases, they simply waste operational improvement opportunities by focusing on the wrong process or SKU.

Ensure data accuracy with activity-based costing

When embarking on any value creation initiative, it’s critical to start with an accurate cost baseline. To achieve this, we recommend using an activity-based costing (ABC) approach. Unlike conventional costing, which relies on broad averages, ABC assigns costs based on actual activity drivers — labor and machine hours, square footage, utility consumption, etc. — creating a more accurate baseline. The resulting precision enables you to confidently prioritize operational improvements, optimize your supply chain, and target actions on high-volume, low-margin, or flagship products.

When embarking on any value creation initiative, it’s critical to start with an accurate cost baseline.

Even if you’re 100% confident in your current cost and margin data, validating the underlying assumptions is still a best practice. In situations of high confidence, a full costing review may not be necessary, but proving your data’s accuracy will ensure your operational improvements deliver maximum ROI. This best‑in‑class approach to value creation ensures decisions are driven by data that is both accurate and truly meaningful.

ABC replaces guesswork with a surgical approach to gathering data. Here are some key ways ABC can impact your operational improvements.

Cost clarity as the foundation for value creation

As your products, processes, and supply chains grow more complex, relying on outdated or overly simplified costing introduces risk at every decision point. ABC supports the operational discipline needed to measure true performance, focus improvement efforts where they matter most, and adapt as the business evolves. Investing in this level of cost transparency will leave you better positioned to execute change effectively, scale profitably, and avoid the costly missteps that derail many transformation initiatives.

ABC supports the operational discipline needed to measure true performance, focus improvement efforts where they matter most, and adapt as the business evolves.

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