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Situation May/13/2026

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  • Canvas is back online after a week of downtime due to a cyber attack at the software provider (EUR Update Blog)

  • I will continue to use arndtupb.github.io as an alternative platform to share some important information and materials with you in case we loose access again

  • Week 1 Quiz

    • Goes online no later than May/15

    • Deadline to complete 20 multiple choice questions is May/18 at 11:59 PM (Rotterdam Time)

    • Let’s walk through more details at the deadline vault

Target Identification

BMME303

Accounting, Analysis and Governance in Complex Deals

Lecture Overview

Structure and Learning Objectives

Key Topics

  • Fundamentals of target identification
  • Value-creating acquisition archetypes
  • Financial metrics for target screening
  • Practical screening framework
  • Governance and accounting quality issues

Why?

  • Strategic drivers behind M&A decisions
  • Link acquisition archetypes to specific financial indicators
  • Screening frameworks to evaluate potential targets
  • Importance of corporate governance in target selection

Lecture Overview

Structure and Learning Objectives

Key Topics

  • Fundamentals of target identification
  • Value-creating acquisition archetypes
  • Financial metrics for target screening
  • Practical screening framework
  • Governance and accounting quality issues

Relevance for Practice?

  • Corporate development roles, strategy consulting, investment banking, and private equity
  • Today’s content is intended to help you evaluate M&A decisions

Fundamentals of Target Identification

A Simple Strategy Perspective

Acquisition Strategies

“Strategy is about making choices, trade-offs; it’s about deliberately choosing to be different.” Michael Porter

Fundamentals of Target Identification

Examples

Market Penetration

  • Facebook’s acquisition of Instagram
    (FB)

Market Development

  • Walmart’s acquisition of Flipkart
    (BBC)

Product Development

  • Microsoft’s acquisition of GitHub
    (MS)

Diversification

  • Amazon’s acquisition of Whole Foods
    (CNBC)

\(\Rightarrow\) first, you must understand your own core competencies, market position, and growth aspirations!

Fundamentals of Target Identification

The Process

Target Selection Strategies

Why do M&As happen?

Value Creating Strategies in Complex Deals

Why do M&As happen?

Chapter 1 DePamphilis (2025)

Operating Synergy
• Economies of Scale
• Economies of Scope
• Complementary Resources
Improve operating efficiency through economies of scale or scope by acquiring a customer, supplier, or competitor or to enhance technical or innovative skills or to gain access to scarce resources
Financial Synergy Lower cost of capital
Diversification
• New Products / Current Markets
• New Products / New Markets
• Current Products / New Markets
Position the firm in higher-growth products or markets
Strategic Realignment
• Technological Change
• Regulatory and Political Change
Acquire capabilities to adapt more rapidly to environmental changes than could be achieved if the capabilities were developed internally
Hubris (Managerial Pride) Acquirers believe their valuation of the target is more accurate than the market’s, causing them to overpay by overestimating synergy
Buying Undervalued Assets (Q-Ratio) Acquire assets more cheaply when the equity of existing companies is less than the cost of buying or building the assets
Mismanagement (Agency Problems) Replace managers not acting in the best interests of the owners
Managerialism Increase the size of a company to increase the power and pay of the managers
Tax Considerations Obtain unused net operating losses and tax credits, asset write-ups, and substitute capital gains for ordinary income
Market Power Increase market share to improve ability to set prices above competitive levels
Misvaluation Investor overvaluation of acquirer’s stock encourages M&As

Why do M&As happen?

Fundamentals of Target Identification

Creating Value?

  • Synergies most cited as primary motivation
  • Operational and financial synergies commonly concern
    • Profitability
    • Growth

Some Sources of Value Creation

  • Economies of scale/scope
  • Improving target performance
  • Market power
  • Market access/entry (e.g. cross-border)
  • Restructuring and break-up

Synergy is the value realized from the incremental cash flows generated by combining two firms

Value Creation Framework

Fundamentals of Target Identification

The Math of Value Creation

\[\begin{array}{l} \text{Target standalone value} \\ + \text{Performance improvements} \\ - \text{Purchase price} \\ \hline \hline \text{Value created for acquirer} \\ \end{array}\]

\(\Rightarrow\) Value is created only when performance improvements exceed the premium paid

Value Creation Framework

Fundamentals of Target Identification

Implications

  • Identify targets with significant improvement potential
  • Have a clear and realistic plan for achieving those improvements
  • Maintain pricing discipline in negotiations

Winner’s curse: as multiple bidders compete for a target, the winning bid often approaches or exceeds the value of potential synergies, leaving little or no value for the acquirer’s shareholders.

Sources of Value Creation

Fundamentals of Target Identification

Economies of Scale

  • Cost advantages that a firm can achieve by increasing its level of production.
  • Average cost per unit decreases due to the spreading of fixed costs over a larger number of units.

Examples

  • Consolidation of production facilities
  • Elimination of duplicate administrative functions
  • Greater purchasing power with suppliers
  • More efficient utilization of capital equipment

Sources of Value Creation

Fundamentals of Target Identification

Economies of Scope

  • Cost advantages via producing multiple products or services together
  • Reduces the overall production costs compared to producing them in separate locations or divisions

Examples

  • Shared distribution channels for complementary products
  • Cross-selling opportunities to existing customers
  • Leveraging common technologies across multiple product lines
  • Sharing corporate servicess (e.g., bookkeeping)

Economies of Scope

Example: Data Processing Consolidation

Case

Two firms, A and B, each operate separate data processing centers supporting their respective manufacturing facilities. Firm A has 5 facilities, while Firm B has 3. The two firms decide to merge their data processing operations into a single center that will support all 8 facilities.

Economies of Scope

Example: Data Processing Consolidation

Pre-Merger Situation

Firm A

Category Annual Cost
Direct labor costs $1,500,000
IT expenses $450,000
Leased space $900,000
G&A expenses $350,000
Total Firm A $3,200,000

Firm B

Category Annual Cost
Direct labor costs $1,040,000
IT expenses $275,000
Leased space $575,000
G&A expenses $230,000
Total Firm B $2,120,000

Combined Pre-Merger Cost: $5,320,000

Economies of Scope

Example: Data Processing Consolidation

Post-Merger Situation (Combined)

Category Pre-Merger Post-Merger Savings
Labor costs $2,540,000 $1,700,000 $840,000
IT expenses $725,000 $450,000 $275,000
Leased space $1,475,000 $800,000 $675,000
G&A expenses $580,000 $350,000 $230,000
Total $5,320,000 $3,300,000 $2,020,000

Economies of Scope

  • 38% overall cost reduction
  • Single operation achieves efficiencies that neither company could realize independently
  • No reduction in service capacity while supporting all 8 facilities

Consolidate to Remove Excess Capacity

Financial signals that would flag this target? \(\rightarrow\) high fixed costs relative to revenue and geographic facility overlap between the two firms

What works in practice?

7 Archetypes for Value-Creating Acquisitions

Chapter 31 Koller, Goedhart, and Wessels (2025)

Improve target company performance

  • Target with operational inefficiencies or underutilized assets
  • Radical cost reduction/margin improvement/revenue acceleration
  • Capability to execute turnarounds

Consolidate to remove excess capacity

  • Mature industries with overcapacity
  • Shut down least productive facilities
  • Reduce overhead and sales capacity

Accelerate market access for products

  • Relatively small targets with innovative products but limited market reach capabilities
  • Own global market access/commercial footprint can accelerate target’s revenues

Acquire skills or technologies faster

  • Enhancement of existing products
  • Patent acquisition to avoid royalty payments
  • Technical capabilities in emerging areas

7 Archetypes for Value-Creating Acquisitions

Chapter 31 Koller, Goedhart, and Wessels (2025)

Exploit industry-specific scalability

  • Large companies often operate at scale
  • Economies of scale, e.g.:
    • Incremental capacities are sizeable
    • Enhanced purchasing power

Pick winners early and develop them

  • Early in product/industry lifecycle
  • Help refine promising technology
  • Multiple bets with expected failures

Build a new business or capability

  • Invest significantly to integrate acquired assets and organically build on them
  • Apply products/capabilities in own core business
  • Attain full market potential externally

Is that relevant for practice?

BCG knows Archetypes, too!

Archetypes for Value-Creating Acquisitions

Matching Financial Indicators to Acquisition Archetypes

Exercise

One of the most practical applications of understanding acquisition archetypes is the ability to link them to specific financial indicators for target screening \(\rightarrow\) translate strategic archetypes into practical screening criteria


Your turn!

Matching Financial Indicators to Acquisition Archetypes

Exercise

Improve Target Performance

  • Low operating margins/ROE
  • High SG&A expense ratios
  • Lagging inventory turnover

Consolidate Excess Capacity

  • Fixed vs. variable cost structure
  • Geographic facility overlap
  • High fixed costs relative to revenue

Accelerate Market Access

  • Geographic revenue concentration
  • Limited distribution infrastructure
  • Growing products with limited reach

Acquire Skills/Technologies

  • R&D intensity metrics
  • Patent count and quality
  • Technology development cycle time

Matching Financial Indicators to Acquisition Archetypes

Exercise

Exploit Industry Scalability

  • Incremental margin analysis
  • Unit cost curves by volume
  • IT and infrastructure investments

Pick Early Winners

  • Revenue growth trajectory
  • Total addressable market penetration
  • Early market share movements

Build a New Business or Capability

  • Unprofitable but in top n of their market
  • Capital‑constrained
  • Relatively small to allow multiple acquisitions

Executing Strategy

What’s the problem?

Information Asymmetry

  • Target companies (especially private ones) have better information about their own operations, risks, and prospects than potential acquirers

  • Information asymmetry creates risk for acquirers and may lead to adverse selection \(\rightarrow\) lemons problem (Akerlof 1970)

  • BUT: It is also an opportunity for firms with superior information-processing capabilities to create value (Makadok and Barney 2001)

Executing Strategy

Where to start?

Acquisition Process
The Initial Search
  • Industry classification (to consider strategic fit)
  • Transaction size parameters (reflecting acquisition capacity)
  • Geographic restrictions (based on market entry goals or operational considerations)
  • \(\rightarrow\) Universe of potential targets

The Search Process: Selection á la BCG

Executing Strategy

Executing Strategy

Where to look?

Initial Search: Sources

  • Company disclosures, e.g. EDGAR or registries
  • Investor presentations and earnings calls
  • Industry association data
  • Credit rating agency reports
  • Sell-side analyst research
  • Social media and company websites

Screening

  • Market segment alignment
  • Product line complementarity
  • Profitability metrics
  • Degree of leverage/capital structure
  • Market share/position
  • Cultural comparability

\(\Rightarrow\) Quantify if possible

Refining the Search Process á la BCG

Executing Strategy

Fundamentals of Target Identification

The Search & Screening Process

Early Takeaways

  • The search and screening process is iterative
  • The search phase involves using relatively few criteria to identify potential targets
  • Screening involves narrowing the list by employing more criteria

Let’s practice this!

OpenAI’s Attempted Acquisition of Windsurf

Target Identification Example: Strategic Success, Deal Failure

Case

In April 2025, OpenAI entered talks to acquire AI code editor Windsurf for approximately $3 billion, representing a strategic pivot after unsuccessful acquisition attempts with Cursor’s parent company Anysphere. Despite Cursor’s larger market presence ($300M ARR versus Windsurf’s $100M ARR), OpenAI’s systematic target selection identified Windsurf as the superior choice—though the deal ultimately collapsed for reasons beyond the screening framework.

Some Facts

  • Cursor and Windsurf are both AI-powered code editing tools

  • Annual recurring revenue (ARR) is a metric of predictable and recurring revenue generated by customers within a year

OpenAI’s Attempted Acquisition of Windsurf

Target Identification Example

The Search Process - Let’s speculate!

  • What is OpenAI’s strategy?
  • What archtypes are relevant?
  • What are the key criteria for selecting a target?
  • Where would you look for information?

Systematic Target Scoring Methodology

Target Identification Example

Step 1: Define Acquisition Strategy

  • Select primary acquisition archetype
  • Determine key screening criteria based on archetype
  • Establish weight for each criterion
  • Set minimum thresholds for must-have elements

Step 2: Initial Search and Screening

  • Develop universe of potential targets
  • Apply initial financial filters
  • Create shortlist of candidates
  • Score each candidate on key criteria

Practical M&A Screening Framework

Target Identification Example

Step 1: OpenAI’s Acquisition Strategy?

  • Primary archetype: Accelerate market access for products
  • Secondary archetype: Acquire skills or technologies faster
  • Key criteria: User base, enterprise readiness, content workflow integration
  • Must-have elements: Direct access to content creation workflows, complementary to ChatGPT

Step 2: AI Editor Targets?

  • Universe: AI-powered code editing tools
  • Filter criteria: Growing user base, enterprise-readiness
  • Shortlist: Windsurf, VSCode, Cursor
  • Deep evaluation: Integration potential, developer adoption, data acquisition

Practical M&A Screening Framework

Stylized Target Scoring Template for AI Code Editor Acquisition

Category Metric Weight Windsurf VSCode Cursor
Market Access Active user base growth 15% 8/10 10/10 9/10
Enterprise-ready infrastructure 15% 9/10 8/10 6/10
Content workflow integration 10% 9/10 6/10 7/10
Technology/Skills Complementary to OpenAI products 15% 8/10 5/10 7/10
Developer talent acquisition 10% 8/10 4/10 9/10
Integration Factors Technical integration ease 10% 8/10 6/10 7/10
Acquisition feasibility 10% 8/10 3/10 3/10
Market Position Revenue trajectory 5% 7/10 9/10 9/10
Competitive differentiation 5% 8/10 7/10 9/10
AI agent capabilities 5% 9/10 5/10 8/10
Total Score 100% 8.25 6.30 7.00

Practical M&A Screening Framework

Key Strategic Advantages of Windsurf vs. Competition

Better Enterprise Integration

  • According to industry comparisons, Windsurf’s “Cascade” feature excels in handling enterprise legacy systems
  • Stronger focus on enterprise deployments and compliance requirements
  • Native plugins for multiple IDEs maintain consistent experience across corporate environments

Complementary AI Technology

  • Windsurf’s multi-file automation capabilities fill a gap in OpenAI’s product lineup
  • Provides “agentic automation” for complex coding tasks with minimal prompts
  • Sustain competitive positioning against Google and Anthropic

Practical M&A Screening Framework

Key Strategic Advantages of Windsurf vs. Competition

Strategic Acquisition Considerations

  • Reports indicate Cursor’s parent company (Anysphere) declined acquisition offers to remain independent
  • Cursor is reportedly seeking funding at a $10 billion valuation, making Windsurf’s $3 billion price tag more attractive
  • Windsurf CEO has already appeared in OpenAI product videos, suggesting existing collaboration

User Data Acquisition

  • Access to valuable editing and coding behavior data to improve OpenAI’s models
  • Higher enterprise penetration provides data from professional developers
  • Windsurf reported to be gaining market share with growing user adoption

OpenAI’s Attempted Acquisition of Windsurf

External Barriers Despite Sound Target Selection

The Deal Failed!

  • Deal collapsed: reportedly over concerns about Microsoft’s access to technology through OpenAI’s partnership arrangements \(\rightarrow\) external stakeholder dynamics, not target fundamentals, derailed negotiations
  • Alternative outcome: Windsurf leadership to Google; Google pays $2.4B licensing fees
  • Lesson: Sound target identification can still fail due to external factors

Governance and Target Selection

An Overlooked Aspect of Target Selection?

Governance and Target Selection

Recap of Session 1

Governance in M&A - Who is involved?

  • CEO, CFO, and other senior executives
  • Board of directors
  • Shareholders
  • Stakeholders (employees, customers, suppliers)
  • Regulators

Governance and Target Selection

Research

Governance Examples

  1. The impact of employment protection laws on takeover activity
  2. How financial statement comparability affects acquisition efficiency
  3. The role of common auditors in reducing information asymmetry
  1. Operational synergies and their relationship to labor restructuring
  2. Information asymmetry in target selection
  3. Mechanisms for reducing uncertainty in the acquisition process

Governance and Target Selection

Employment protection and takeovers (Dessaint, Golubov, and Volpin 2017)

Research question

How important is labor restructuring as a driving force for the market for corporate control and as a source of merger synergies?

Why do we care?

  • If workforce restructuring represents an important consideration in takeovers, then fewer takeover attempts are likely to materialize when employment is highly protected and redundancies are costlier

  • When bids are made, the rigidity of labor regulation is expected to reduce the synergy gains from mergers and acquisitions made

Governance and Target Selection

Employment protection and takeovers (Dessaint, Golubov, and Volpin 2017)

Governance and Target Selection

Employment protection and takeovers (Dessaint, Golubov, and Volpin 2017)

Findings

Increases in employment protection reduce takeover activity by 14–27% and (synergies) by over half

Governance and Target Selection

Employment protection and takeovers (Dessaint, Golubov, and Volpin 2017)

Additional Findings

  • Increases in employment protection impede layoffs, resulting in wage costs that match the magnitude of synergy losses
  • Offer prices are not fully adjusted, with both bidders and targets exhibiting lower returns following the reforms

Governance and Target Selection

Employment protection and takeovers (Dessaint, Golubov, and Volpin 2017)


Implication for Synergy Estimation

Labor-intensive cost reductions (a key driver in Improve Target Performance and Consolidate Excess Capacity archetypes) may be significantly lower in jurisdictions with strong employment protection.

\(\rightarrow\) Adjust synergy estimates and acquisition feasibility scores accordingly in cross-border deals.

Governance and Target Selection

Financial Statement Comparability and the Efficiency of Acquisition Decisions (Chen et al. 2018)

Research question

Do acquirers make better acquisition decisions when target firms’ financial statements exhibit greater comparability with industry peer firms?

Why do we care?

  • Primary role of consolidated financial statements is to provide information
  • Better decisions lead to more efficient capital allocation
  • Better decisions create value

Governance and Target Selection

Financial Statement Comparability and the Efficiency of Acquisition Decisions (Chen et al. 2018)

Findings

Acquirers make more profitable acquisition decisions when target firms’ financial statements are more comparable.

\(\rightarrow\) Why do you think that is?

M&A Process

Governance and Target Selection

Financial Statement Comparability and the Efficiency of Acquisition Decisions (Chen et al. 2018)

Findings

  • Acquirers make more profitable acquisition decisions when target firms’ financial statements are more comparable
  • Post-acquisition goodwill impairments and post-acquisition divestitures are less likely

Governance and Target Selection

Financial Statement Comparability and the Efficiency of Acquisition Decisions (Chen et al. 2018)

Findings

Acquirers benefit most from comparability when acquirers’ ex ante information asymmetry is higher, acquirers operate in volatile operating environments, and management knows relatively less about the target

Governance and Target Selection

Common auditors and M&A (Cai et al. 2016)

Research question

Is the quality of mergers and acquisitions (M&As) higher when the acquiring firm and target firm share the same external auditor?

Why do we care?

  • Auditors are information intermediaries and can help managers more efficiently allocate their capital
  • Auditors can help reduce information asymmetry between acquirers and targets throughout the acquisition process

\(\rightarrow\) What do you think are the pros and cons of sharing an auditor?

Governance and Target Selection

Common auditors and M&A (Cai et al. 2016)

Findings

  • Deals with common auditors have higher acquisition announcement returns than do non-common-auditor deals
  • Common-auditor effect is more pronounced for deals with greater pre-acquisition uncertainty

Governance and Target Selection

Common auditors and M&A (Cai et al. 2016)

Findings

  • Increased probability of an M&A for firms with a common auditor

Governance and Target Selection

Common auditors and M&A (Cai et al. 2016)

Findings

  • Lower earnings management
  • Higher financial statement comparability

Governance and Target Selection

Summary of Red Flags in Target Governance

Board Structure Concerns

  • Insider-dominated board
  • CEO/Chairman role combination
  • Limited financial expertise on audit committee
  • Related party transactions
  • Concentrated ownership

Management Team Assessment

  • Excessive compensation relative to performance
  • Frequent senior leadership changes
  • Opaque succession planning
  • Limited insider ownership
  • Poor track record of capital allocation

Disclosure Quality Indicators

  • Minimal voluntary disclosure
  • Non-GAAP metrics without reconciliation
  • Limited segment reporting
  • Vague MD&A discussion
  • Delayed filings or frequent extensions
  • Minimal investor communications

Accounting Quality Indicators

  • Discretionary accruals/Earnings management patterns
  • Revenue recognition aggressiveness
  • Audit committee independence
  • Auditor reputation and tenure
  • Financial restatement history

Target Selection

Key Takeaways

Strategic Clarity

  • Choose a specific acquisition archetype
  • Develop clear criteria based on archetypes
  • Measurable performance improvements
  • Maintain discipline on premium payments

Search & Screening

  • Tailor financial metrics to strategy
  • Look beyond conventional metrics (P/E, EV/EBITDA)
  • Assess accounting quality as risk factor
  • Quantify potential synergies realistically

Governance Matters

  • Evaluate target’s governance quality
  • Assess acquirer’s governance safeguards
  • Watch for CEO hubris and empire building
  • Ensure board oversight of acquisition process

Best Practices

  • Programmatic approach outperforms occasional large deals
  • Focus on improvements that exceed premium paid
  • Post-acquisition integration planning
  • Update performance targets

Thank You!

Appendix

The Lemons Problem

Akerlof (1970)

  • In markets with information asymmetry, sellers know more about quality than buyers
  • Buyers therefore price assets based on average expected quality, not true quality
  • High-quality sellers may then withdraw because the offered price is too low
  • The average quality of assets left in the market declines
  • This can lead to adverse selection and even market breakdown

The Lemons Problem in M&A Markets

Akerlof (1970)

  • A target’s management usually knows more about the business than the acquirer
  • Acquirers may fear hidden problems in earnings, assets, contracts, or governance
  • That uncertainty reduces willingness to pay or increases the required risk discount
  • Due diligence, warranties, earn-outs, and governance checks help reduce the lemons problem

The lemons problem explains why credible information and verification are essential in acquisition markets: without them, good targets may be undervalued together with bad ones.

OpenAI’s Acquisition of Windsurf

Resources

References

Akerlof, George A. 1970. “The Market for "Lemons": Quality Uncertainty and the Market Mechanism.” The Quarterly Journal of Economics 84: 488–500.
Cai, Ye, Yongtae Kim, Jong Chool Park, and Hal D White. 2016. “Common Auditors in m&a Transactions.” Journal of Accounting and Economics 61 (1): 77–99.
Chen, Ciao-Wei, Daniel W Collins, Todd D Kravet, and Richard D Mergenthaler. 2018. “Financial Statement Comparability and the Efficiency of Acquisition Decisions.” Contemporary Accounting Research 35 (1): 164–202.
DePamphilis, Donald M. 2025. Mergers, Acquisitions, and Other Restructuring Activities. Academic Press.
Dessaint, Olivier, Andrey Golubov, and Paolo Volpin. 2017. “Employment Protection and Takeovers.” Journal of Financial Economics 125 (2): 369–88.
Koller, Tim, Marc Goedhart, and David Wessels. 2025. Valuation. John Wiley & Sons.
Makadok, Richard, and Jay B Barney. 2001. “Strategic Factor Market Intelligence: An Application of Information Economics to Strategy Formulation and Competitor Intelligence.” Management Science 47 (12): 1621–38.