Is Your AI System Ethical?

 The Prosocial AI Index offers business leaders a practical, auditable way to assess whether their AI systems are genuinely good, writes Wharton’s Cornelia Walther.

There is a management aphorism so deeply embedded in business culture that it rarely gets questioned: What gets measured gets managed. It is a useful heuristic — until it becomes a trap. For the better part of a decade, organizations have been deploying artificial intelligence at scale while measuring it almost exclusively through the lens of efficiency gains, cost reductions, and revenue lift. The instruments are precise. The picture they produce is radically incomplete. Amid the pervasiveness of AI, this reality patchwork is now amplified.

Existing dashboards do not capture whether an AI system is fair, whether it is eroding or building trust, whether it is making the people who use it more capable or quietly deskilling them, and whether its environmental footprint is accounted for or simply ignored. The gap between what we measure and what we should care about is not a technical failure. It is a values failure dressed up as a metrics problem.

The Prosocial AI Index proposes a practical answer to that failure. It gives executives, technologists, and governance teams a shared vocabulary and a structured scorecard for AI that is genuinely good — not just profitable in the short term, but durable, trustworthy, and aligned with the values an organization actually claims to hold.

A Truly Great Boss is hard to find, difficult to leave and impossible to forget

A former manager of mine once told me, “If I am going down, you are going down with me.” That was in relation to having a bad sales quarter. From that point on, there was no need to pay attention to her. It becomes difficult to continue to feel passion for the job once you see a lapse in integrity in your boss. It only got worse from there, so I knew it was time to start planning my exit strategy.

Bad boss behaviors lead to poor employee engagement and high turnover. When you have a manager who treats you with respect and has your back, you are more likely to give your best and stay longer in a company, but when you have a bad boss, you're much more likely to be disengaged, suffer from anxiety and want to leave.

7 Worst Bad Boss Behaviors

These are complete deal breakers:

1.Micromanaging - This is the number 1 killer of creativity and innovation in the workplace. It fosters an environment of distrust as employees feel suffocated and confined. If you hired someone for a job, give them room to get it done.

2. Picking favorites - hiring and/or promoting the wrong people. They only recommend employees in their "inner circle" for assignments or growth opportunities. They surround themselves with sycophants or "yes" employees.

3. Taking the credit for employees' work or successes. - Bad bosses will do anything to look good including taking credit for the employees work or ideas. Self-promotion is their top priority. There is nothing more demotivating than working hard to earn something only to have it unfairly taken away. This causes employee engagement to plummet.

4. Ignoring feedback - Not listening - Some bosses don't admit mistakes. They take negative feedback personally and treat those poorly who give such. So onlooking employees learn not to say anything. Worst than asking for feedback is not doing anything about it.

5. Not standing up for employees - Throwing employees under the bus. It's demotivating working for a manager who does not stand up for their team. If someone makes a mistake they turn into judge, jury and executioner. They are quick to point fingers.