People Analyzer: The Quarterly Evaluation That Replaces Gut Feel with Data

Every founder has a mental ranking of their team. They know who they’d rehire tomorrow and who they’d quietly let go if the timing were right. The problem is that ranking lives in their head, shaped by recency bias, personal loyalty, and whichever direct report caused the least friction last quarter.

That mental model is not a people strategy. It is a liability.

The People Analyzer is a structured evaluation tool built into the Business Operating System framework. It measures every team member against two dimensions: alignment with your company’s core values and fit within their specific seat. No performance review theater. No annual HR exercise that everyone dreads and nobody acts on. Just a quarterly matrix that forces honest answers to the questions most leadership teams spend years avoiding.

Two Dimensions, One Matrix

The People Analyzer evaluates people on two axes.

The first axis is core values alignment. Your company has (or should have) three to five core values that define how your organization operates. Not aspirational statements on a wall. Actual behaviors you hire, fire, and promote around. For each team member, you rate their alignment with each core value using a simple scale: plus (consistently demonstrates), plus/minus (sometimes demonstrates), or minus (does not demonstrate).

The second axis is GWC: Gets it, Wants it, and has the Capacity to do it. This is the seat fit test. Does this person understand the role? Do they genuinely want to do it? And do they have the skills, time, and emotional bandwidth to perform at the level the seat demands? Each question gets a yes or a no. There is no “kind of.”

Together, these two dimensions answer the question that keeps founders up at night: is this the right person in the right seat?

The Conversation Nobody Wants to Have

I’ve facilitated People Analyzer sessions with leadership teams across companies ranging from 30 to 200 employees. The pattern is consistent. Before the first session, the CEO tells me they already know who the problems are. Then we actually run the matrix.

What almost always surfaces is that the person the CEO was worried about scores fine on core values. Their issue is seat fit, and the seat can be redesigned. Meanwhile, someone the CEO considers a top performer scores poorly on two out of four core values. The team sees it. The CEO just never had a framework that made it visible.

The U.S. Department of Labor estimates that a bad hire costs at least 30% of the employee’s first year earnings. SHRM puts the full replacement cost at 50% to 200% of annual salary, depending on seniority. But those figures only capture the obvious costs: recruiting, onboarding, training. They miss the silent damage, the six to twelve months of declining team morale, the projects that stalled, the good performers who left because they got tired of carrying someone who did not belong.

Gallup’s 2024 State of the Global Workplace report found that global employee engagement dropped to 21%, costing the world economy an estimated $438 billion in lost productivity. Disengagement does not happen in a vacuum. It happens when strong performers watch weak performers face zero consequences.

The People Analyzer makes those consequences visible. It turns the conversation from “I feel like something is off” into “here are the specific gaps, and here is what we do about each one.”

What You Learn the First Time You Run It

The first time a leadership team runs the People Analyzer, three things typically emerge.

The values mismatch you have been rationalizing. There is almost always someone who delivers strong results but violates a core value regularly. They hit their numbers, so nobody addresses it. The matrix forces the team to confront the tradeoff: this person is producing revenue while corroding the culture you have spent years building. The question becomes how long you can afford that exchange.

The seat problem disguised as a performance problem. A team member who seems to be underperforming often scores well on core values and “Gets it” and “Wants it,” but lacks the “Capacity” for a role that has outgrown them. This is not a character issue. It is an organizational design issue. The person belongs at the company; the seat needs restructuring. Tools like Ninety.io make tracking this distinction practical because you can document the evaluation, assign action items, and revisit the data next quarter instead of relying on memory.

The high performer you have been underleveraging. Someone on the team scores positively across every core value and passes GWC in their current seat, but their capacity suggests they could handle a bigger role. Without the matrix, this person stays parked because no one is evaluating upward potential systematically.

If your leadership team has never run a People Analyzer session, or if you want an outside perspective the first time through, a conversation with someone who has facilitated hundreds of these evaluations can save you months of guessing.

The Resistance Is the Signal

Most founders resist the People Analyzer the first time it comes up. The objections are predictable: “I already know my team.” “We don’t need a spreadsheet to tell us who’s good.” “This feels like we’re grading people.”

That resistance is useful information. It usually means one of three things.

The founder suspects the evaluation will surface a problem they are not ready to address. Often it is a longtime employee, someone who was critical at $2M but is now a bottleneck at $8M. The loyalty is real. The fit is gone.

The leadership team has never had a shared vocabulary for people decisions. Everyone has private opinions about team members, but those opinions have never been compared side by side. The fear is not the evaluation itself. The fear is the disagreement it will reveal.

Or the company’s core values are too vague to evaluate against. If your values read like fortune cookies (“Excellence,” “Integrity,” “Innovation”), then yes, the People Analyzer will feel pointless. The fix is not to skip the evaluation. The fix is to rewrite the values into something specific enough to score.

McKinsey’s Organizational Health Index research, drawing on data from over 2,600 organizations and eight million survey respondents, found that companies systematically improving organizational health saw an average 18% increase in EBITDA within one year. People decisions are the largest lever inside that number.

Four Outcomes, Four Next Steps

The People Analyzer produces four categories. Each has a clear next move.

Right person, right seat. Acknowledge it. Make sure this person knows they are valued. Invest in their growth. Do not take their stability for granted; CareerBuilder research shows 74% of employers admit to having made wrong hiring decisions, and losing the right people compounds the problem.

Right person, wrong seat. Have a direct conversation about redesigning the role or moving the person to a seat that fits their GWC profile. This is a coaching moment, not a termination event.

Wrong person, right seat. The hardest category. This person can do the job but does not align with the company’s values. Culture erodes fastest here because the results mask the damage. Set a 90-day improvement window with specific, observable value behaviors. If the gap persists, make the change.

Wrong person, wrong seat. Act quickly. Every week of delay costs more than the severance. The data from the matrix removes the ambiguity that makes founders hesitate.

Building the Quarterly Cadence

The People Analyzer is not an annual exercise. It runs every 90 days, ideally as part of your quarterly planning rhythm. Quarterly frequency matters because teams change faster than most founders realize. A person who was the right fit in Q1 may have lost the “Wants it” component by Q3 due to burnout, a life change, or a role that shifted underneath them.

Build the evaluation into your Business Operating System cadence. Use Ninety.io or a simple spreadsheet to track the scores quarter over quarter. The trend data is where the real insight lives: not whether someone is a plus or minus today, but whether they are moving in the right direction.

The companies that run this evaluation consistently build teams that execute without the founder in the room. The companies that skip it keep making people decisions based on the same gut instinct that got them stuck in the first place.

The first evaluation is always the hardest. Every one after that gets faster, clearer, and more valuable. If you want help getting started or want to track the whole process inside a purpose-built system, two options are worth exploring.