“Finance is not about math… To figure out what the right assumptions are is the whole game.” – Steve Schwartzman -Blackstone CEO
While mathematics underpins financial models, Schwarzman emphasises that lasting success in investing comes not from the calculations themselves, but from understanding which inputs actually reflect reality, and which assumptions withstand scrutiny through market cycles. This mindset has been central to Schwarzman’s career and Blackstone’s sustained outperformance through complex, shifting economic environments.
Schwarzman’s insight emerges from decades of experience at the highest levels of global finance. Having worked as a young managing director at Lehman Brothers before co-founding Blackstone in 1985, he observed that spreadsheet models are only as robust as their underlying assumptions. The art, as he sees it, is to discern which variables are truly fundamental, and which are wishful thinking. This view became especially pertinent as Blackstone led major buyouts, navigated financial crises, and managed risk across economic cycles.
Profile: Steve Schwarzman
Stephen A. Schwarzman (b. 1947) is the co-founder, chairman, and CEO of Blackstone, recognised as one of the most influential figures in alternative asset management. Blackstone—founded in 1985—has become the world’s largest alternative investment manager, with over $1.2 trillion in assets as of mid-2025, spanning private equity, real estate, credit, infrastructure, hedge funds, and life sciences investing.
Schwarzman’s leadership style is defined by:
- Pragmatism and Vision: Recognising trends early—such as the rise of private equity and alternative assets—and positioning Blackstone ahead of the curve.
- Rigorous Analysis: Insisting on thorough diligence and challenge in every investment decision, with a culture that values robust debate and open communication.
- Long-Term Value Creation: Prioritising sustainable value and resilience over chasing temporary market fads.
Beyond finance, Schwarzman is a noted philanthropist, supporting educational causes worldwide, including transformative gifts to Yale, Oxford, and MIT. He holds a BA from Yale and an MBA from Harvard Business School, and has served in advisory roles at both institutions.
Theoretical Foundations: The Role of Assumptions in Finance
Schwarzman’s quote aligns with a lineage of thinkers who reposition the foundations of finance away from pure mathematics and towards decision theory, uncertainty, and behavioural judgement. Leading theorists include:
-
John Maynard Keynes: Emphasised the irreducible uncertainty in economics. Keynes argued that decision-makers must operate with ‘animal spirits’, as no mathematical model can capture all contingencies. His critique of excessive reliance on quantitative models underpins modern scepticism of overconfidence in financial projections.
-
Harry Markowitz: Developed modern portfolio theory, which mathematically models diversification, yet his work presumes rational assumptions about returns, risks, and correlations—assumptions that investors must continually revisit.
-
Daniel Kahneman & Amos Tversky: Founded behavioural finance, highlighting the systematic ways in which human judgement deviates from mathematical rationality. They demonstrated that cognitive biases and framing dramatically influence financial decisions, making the process of setting ‘the right assumptions’ inescapably psychological.
-
Robert Merton & Myron Scholes: Advanced mathematical finance (notably the Black-Scholes model), but their work’s practical impact depends on the soundness of model assumptions—such as volatility and risk-free rates—demonstrating that mathematical sophistication is only as robust as its inputs.
These theorists consistently reveal that while mathematics structures finance, judgement about assumptions determines outcomes. Schwarzman’s observation mirrors the practical wisdom of top investors: the difference between success and failure is not in the formulae, but in the insight to know where the numbers truly matter.
Strategic Implications
Schwarzman’s remark is a call for intellectual humility and rigorous inquiry in finance. The most sophisticated models can collapse under faulty premises. Persistent outperformance, as demonstrated by Blackstone, is achieved by relentless scrutiny of underlying assumptions, the courage to challenge comfortable narratives, and the discipline to act only when conviction aligns with reality. This remains the enduring game in global financial leadership.