Lightspeed Equity Research

Context

The CFA Institute Research Challenge required a team to analyze a public company, build an investment thesis, and present a recommendation. Our subject company was Lightspeed Commerce, a point-of-sale and commerce platform serving merchants.

The challenge was to form a view that was not just a spreadsheet output. A good equity thesis needed to connect reported financials, management narrative, market expectations, valuation assumptions, and what customers/operators were experiencing on the ground.

Problem

The street consensus was more optimistic than our research suggested. The central question was:

Is the market properly pricing the operational and accounting risks in Lightspeed’s business?

The risk was that a surface-level valuation would simply echo consensus. We needed to test the story from multiple directions:

• What did filings reveal?
• Did valuation assumptions depend on unrealistic growth or margin improvement?
• What did primary research say about merchant sentiment?
• Were there balance-sheet risks that the market was underweighting?

My Role

As Team Captain, my role was to help drive the research process, coordinate the team, and keep the thesis evidence-based.

Contributions:

• Led equity research on Lightspeed Commerce.
• Helped develop a contrarian SELL thesis with a $12 target.
• Used Form 40-F analysis to surface a potential $600M goodwill-impairment risk.
• Conducted primary research by visiting restaurants/SMBs and speaking with operators.
• Connected ground-level merchant sentiment to the broader investment thesis.

Research Process

Company filings + financial statements
        ↓
Accounting / goodwill risk review
        ↓
Valuation model and scenario assumptions
        ↓
Primary SMB / merchant conversations
        ↓
Consensus comparison
        ↓
Investment recommendation and presentation

Key Insight

The strongest part of the project was not the price target by itself. It was the process of getting outside the spreadsheet.

Primary research forced us to ask whether the business story matched what operators and merchants were experiencing. Filings analysis gave us a separate check on the company’s balance-sheet risks. Together, those inputs supported a more skeptical view than consensus.

The thesis was not “the stock will go down because we think so.” It was:

• Management narrative and market expectations appeared too optimistic.
• Goodwill impairment risk was underappreciated.
• Primary research gave reason to question merchant sentiment and adoption quality.
• Valuation assumptions did not justify the optimistic setup.

Result

Research Takeaways

• A defensible thesis needs a clear chain from evidence to recommendation, not just a model output.
• Challenging consensus requires multiple independent checks, including filings, valuation assumptions, and primary research.
• Speaking directly with operators can reveal where a financial narrative diverges from customer experience.