The New Rules of Fairness

While “fair” is a relative term, many of our institutions are built on a simple definition of fairness: everyone succeeds by following the same process. But technology has repeatedly challenged these assumptions and offered a leg up on the competition for those who know how to use it. Calculators changed the rules for mathematics. GPS changed the rules for navigation. And nearly every major innovation over the last century has prompted society to reconsider what kinds of effort still mattered, and which had become unnecessary or outdated. Our team sees signals that rapidly advancing AI technology with widespread reach may represent the next stage of that shift, not because it makes people more capable, but because it changes what counts as “playing fair.”

One example is higher education. A recent Washington Post article follows a student who earned dozens of credits through various online education platforms in just a few days - for less than $100. Those credits can now be transferred toward bachelor’s degrees at accredited universities, dramatically shortening the time and cost required to graduate.

For some, this represents a new pathway to their aspirations of what higher education “should be”: affordable, flexible, and accessible. Isn’t this a more “fair” system for students balancing full-time jobs, military service, caregiving responsibilities, or disabilities – circumstances that often make traditional classroom attendance difficult? Thanks to a new set of tools, potential students with barriers to pursuing a college education suddenly have pathways that didn’t exist a decade ago.

But for others, it raises questions around the “fairness” of a system that potentially allows two graduates to receive the same degree when one spent four years on campus in classrooms and the other completed much of the coursework independently, in a fraction of the time. What exactly does a college degree represent or certify in this new system? Mastery of knowledge? Time invested? Participation in a traditional educational experience?

A similar tension is emerging in live sports betting. Many sportsbooks allow wagers to be placed while a game is still in progress, but not every gambler experiences the game at the same speed. Someone watching an ultra-low-latency broadcast may see a play unfold seconds before someone watching at home with slower streaming speeds. That small advantage can be enough to place a wager before odds adjust. It’s the same game and the same platform for betting, but is it “fair” when one party has a technological advantage? The bettor with faster access is not necessarily breaking the rules - they’re using their situation to their advantage. The question is whether that advantage should be considered smart optimization or an unfair head start.

Our team sees this as an early signal that, in some contexts, fairness is beginning to shift from equal process toward equal access to opportunity. If technology changes the conditions of competition, should the definition of fair play change with it?

There is no universal answer, and that is exactly the point.

Future Implications:

• Redesigning Professional Certification - Industries that rely heavily on credentials - like healthcare, law, finance, and engineering - may require applicants supplement their resumes with practical demonstrations of judgment. Institutions may focus less on whether someone knows the answer and more on whether they can apply knowledge responsibly in unpredictable situations.

• Social Status Shifts from Achievement to Optimization — As technology reduces the difficulty of reaching major milestones, status may emerge more from demonstrating taste, judgment, and the ability to strategically use tools rather than simply overcoming obstacles.

Key Data and Considerations:

• Credit-Transfer Programs Enable Students to Earn Degrees in Days: A Washington Post reporter uses Sophia Learning to earn transferable college credits in less than a week.

• Real-Time vs Air-Time Sports Betting: The time lag between what happens on the field and what you see on your screen can have a major impact on your chances of winning.