Insights

Building a Stronger M&A Narrative Through Data

By Kyle Archambault
Published on August 03, 2026 5 minute read
Practical ERP Solutions Background

When buying or selling a company, the numbers form the foundation of the story. While financial results alone do not tell the whole story, they provide the evidence needed to support management's claims and give buyers confidence in the business. Greater confidence often leads to higher valuations, faster deal timelines, and stronger post-transaction outcomes.

A compelling mergers and acquisitions (M&A) narrative typically focuses on four areas: quality of earnings and sustainability, customer strength, operational performance, and future growth potential. Because buyers evaluate opportunities through specific metrics and investment criteria, companies that can support their story with reliable, accessible data are better positioned to differentiate themselves and maximize value.

Demonstrating the Quality and Sustainability of Earnings

Most buyers begin by validating the company's historical financial performance. Their objective is to determine whether earnings are sustainable and accurately reflect ongoing operations.

A Quality of Earnings (QoE) analysis helps distinguish recurring earnings from one-time, unusual, or non-operating items. The result is a normalized EBITDA figure that provides a clearer view of the company's earning power and serves as a more reliable indicator of future performance.

Revenue is often among the most heavily scrutinized areas during diligence. Customer retention rates, contract terms, renewal trends, and recurring revenue characteristics can help demonstrate the stability and predictability of future earnings. While the specific metrics vary by industry, evidence of long-term customer relationships and consistent revenue growth can significantly increase buyer confidence.

Using Data to Tell the Customer Story

Beyond validating earnings, data provides valuable insight into the strength of a company's customer base.

Whether the buyer is a strategic acquirer or a financial sponsor, it will typically assess customer concentration, retention trends, cohort performance, purchasing behavior, and cross-sell opportunities. These insights help illustrate the loyalty, predictability, and long-term value of customer relationships.

The strongest customer narratives go beyond topline revenue to show how customers contribute to sustainable growth. Metrics such as revenue by customer, profitability by product or service line, retention rates, expansion revenue, and adoption of additional offerings provide meaningful evidence of customer engagement and future revenue potential.

Buyers also want to understand how an acquisition could strengthen their market position. Data demonstrating a diversified customer base, limited concentration risk, and increasing customer spend can help reinforce the strategic rationale for the transaction.

Highlighting Operational Strengths

While revenue growth and customer loyalty are important, buyers also evaluate how effectively the business operates.

Most companies use key performance indicators (KPIs) to measure execution and track progress against strategic objectives. During due diligence, these metrics can demonstrate scalability, efficiency, and competitive advantages.

Common operational KPIs include:

  • Gross and operating margin trends
  • Employee productivity metrics
  • Resource utilization rates
  • Pricing performance
  • Customer acquisition costs
  • Customer lifetime value
  • Delivery or service efficiency measures

Together, these metrics help buyers understand what differentiates the business and whether its success can be replicated at a larger scale. They also provide insight into how the company's capabilities may complement the buyer's existing platform.

Just as importantly, robust KPI tracking signals operational maturity. Companies that consistently measure performance and act on those insights demonstrate a clear understanding of their business drivers and a commitment to data-driven decision making. This can increase buyer confidence and reduce perceived execution risk.

Connecting Historical Performance to Future Growth

Ultimately, buyers are investing in what a business can become — not just what it has achieved.

Although valuation is often grounded in historical EBITDA, future growth expectations can significantly influence a buyer's willingness to pay a premium. Data helps bridge the gap between past performance and future projections by providing objective support for management's growth story.

Trend analysis across revenue, margins, customer metrics, and cash flow can demonstrate business momentum and strengthen forecasting assumptions. Well-supported projections tend to be more credible with buyers, lenders, and other stakeholders involved in the transaction process.

Data can also help identify potential synergies and value-creation opportunities. By understanding the drivers behind historical performance, buyers are better equipped to evaluate how the company could enhance their products, services, operations, or market presence.

Bringing the Story and the Numbers Together

The most compelling M&A narratives sit at the intersection of strategy and data. Strong investment stories are those in which the numbers validate the company's earnings quality, customer strength, operational effectiveness, growth opportunities, and future potential.

In today's increasingly data-driven transaction environment, buyers expect more than a compelling narrative — they want proof. Companies that can support their story with clear, reliable, and actionable data are better positioned to build credibility, reduce uncertainty, and maximize value throughout the transaction process.

Prepare for the Questions Buyers Will Ask

Successful transactions begin long before a buyer enters the picture. Our Transaction Advisory Services team helps business owners and management teams identify key value drivers, strengthen the data supporting their story, and address potential concerns before they arise. By developing a clear, evidence-based investment case, we help clients maximize value and navigate the transaction process with confidence.