Kevin Wayne

Pricing experiments help businesses learn how customers respond to different prices, bundles, discounts, or billing structures. They are widely used in software, retail, travel, and subscription services to improve revenue and product fit. At the same time, pricing touches a sensitive nerve: fairness. Customers often interpret inconsistent prices as manipulation, even when the goal is learning rather than exploitation.Trust serves as a lasting advantage. Studies by customer experience firms repeatedly reveal that when customers feel prices are unfair, they are more inclined to switch providers, voice public complaints, and dissuade others from purchasing. The issue is not whether experiments should…

Scenario analysis and stress testing serve as analytical approaches that allow investors to gauge how portfolios, assets, or strategies could behave under a variety of future circumstances. Scenario analysis considers multiple plausible paths shaped by shifts in key drivers like economic expansion, inflation dynamics, interest rate movements, or technological transformations. Stress testing, by contrast, concentrates on extreme yet credible scenarios, assessing how investments might respond when confronted with severe market turmoil, financial system breakdowns, or major structural disruptions.Investors increasingly adopt these approaches as today’s investing landscape is defined by volatility, swift shifts, and interlinked sources of risk, making tools built…

Co-investments allow limited partners, such as pension funds, sovereign investors, and family offices, to invest directly alongside a private equity sponsor in a specific deal. Instead of committing capital solely through a blind pool fund, investors gain targeted exposure to individual transactions. Over the past decade, co-investments have shifted from a niche accommodation to a central feature of private equity dealmaking.Rising fund volumes, fiercer competition for deals, and investors’ preference for reduced fees and enhanced influence have propelled this expansion, with industry surveys suggesting that global private equity co‑investment allocations have climbed into the hundreds of billions of dollars and…