Reading the Signs
On the six dimensions of PRAISE, and assessing where you actually stand.
“The general who wins the battle makes many calculations in his temple before the battle is fought.” ~ The Art of War, by Sun Tzu.
I’ve been called into situations where the external story and internal reality don’t match. The firm is profitable. Leadership has pedigree from top institutions. The brand attracts talent. Quarterly performance is in line with the benchmarks. Employees don’t see trouble coming—there’s a prevailing sense that strong returns will continue and everyone’s position is secure.
But management sees something different. Costs are escalating—licenses, infrastructure, headcount—without proportional improvements in what the business actually gets. Investment teams funding these capabilities aren’t seeing better insights or faster execution, so their expectations stay low. Meanwhile, conversations behind closed doors are getting heated. Data teams feel underfunded and underappreciated. Some are threatening to leave. The gap between “we’re printing money” and “this isn’t sustainable” is narrower than most employees realize.
This isn’t about one firm. I’ve seen this pattern repeat across multiple institutions with different strategies and different leadership. The symptoms vary in detail, but the underlying dynamic is the same: organizations can succeed financially while quietly losing the infrastructure war. By the time the gap becomes visible to everyone, the structural problems are years deep—and key people are already halfway out the door.
Why Traditional Assessments Miss the Point
When executives realize they need to assess their data capabilities, they reach for the familiar. A technology audit inventories the firm’s tools and licenses. A capability maturity model, borrowed from software engineering, scores the processes. A vendor scorecard rates the platforms on features. Each produces a thick report and an action item list. Each feels rigorous. And each almost always measures the wrong thing. These audits evaluate what you have—tooling, headcount, process maturity—against generic benchmarks already obsolete for your competitive reality. They measure the plumbing instead of the water pressure.
What these approaches don’t reveal is whether your data capabilities translate into competitive velocity. Can you launch strategies faster than competitors? Adapt when markets shift? Test hypotheses and deploy insights before the window closes? Put an AI model into production with trusted guardrails? Or has your “mature” data stack become so complex that the lion’s share of your budget goes toward keeping the lights on—maintenance, cloud costs, integration fixes—rather than generating new advantages? When disruption arrives, this kind of expensive complexity acts as an anchor, not an engine. If your architecture is so standardized that you can’t integrate a new data source in 48 hours to respond to a competitor’s move, you don’t have a capability—you have a liability.
When speed and adaptation determine survival, measuring the wrong things is indistinguishable from not measuring at all. Maturity doesn’t mean having the most sophisticated tools or the highest process scores. It means your organization has the capacity to make data-driven decisions under pressure and adapt when conditions change.
What PRAISE Actually Is
PRAISE is a strategic diagnostic. It reveals whether your organization is building competitive advantage or just maintaining complexity. It’s not a scoring system or a checklist of technologies to acquire. Instead, it surfaces patterns that executives often miss until they become crises—the warning signs that appear in how decisions get made and how quickly you can respond to threats.
PRAISE examines six dimensions where data capability either compounds advantage or creates hidden vulnerabilities. Prioritize asks whether leadership treats data as strategic or tactical, and Resource whether you’re building institutional muscle or just hiring headcount. Account asks whether you can see what you have and control who uses it, and Integrate whether data enables the business or lives in isolation. Stabilize asks whether operations run reliably or depend on heroics, and Evolve whether you’ve architected for disruption or accumulated dependencies. These dimensions aren’t independent—weakness in one often amplifies problems in others. An organization that prioritizes data strategically but fails to stabilize operations ends up with well-intentioned chaos. Strong integration without visibility and control creates invisible dependencies that surface as failures during crises.
PRAISE is reconnaissance—a way to see the battlefield clearly before competitors force you to fight on their terms.
How to Use PRAISE
The diagnostic works through observable patterns across the organization. Whether you’re an executive, a front- or mid-office manager, or a data engineer, you’ll have direct visibility into some dimensions and limited insight into others—that’s expected. No single person sees the entire picture.
Start with what you can see directly. If you’re a data leader, you’ll have clear answers about resourcing decisions and operational stability but may need to probe executives about strategic priorities. If you’re in the front office, you may have limited insight into underlying architecture—but you’ll know immediately whether data enables your work or creates friction.
You complete it through observation and conversation, not from a single vantage point. Use team meetings, firm-wide surveys, skip-level discussions, and informal check-ins to fill gaps. Ask your data engineers how often they’re fighting fires versus building new capability. Ask portfolio managers how long it takes to respond to market events. The patterns will emerge quickly.
Expect some answers to be uncomfortable—that’s the point. You’ll discover that initiatives you thought were strategic priorities are viewed as low-value distractions by the people funding them. You’ll find that systems considered “stable” are held together by a few overworked engineers who are interviewing elsewhere. These moments of discomfort are where the value lives. The goal isn’t a perfect score or a polished report for leadership. It’s conviction about where you actually stand—which gaps create systemic vulnerabilities, which are acceptable trade-offs, and where investment will generate the most competitive return. If you finish this with shared language about your real strengths and weaknesses, you’ve succeeded.
Where You’ll Land
Some organizations come out of this stronger than they thought—exposed, but more self-aware, informed, and with conviction. Others come out of it weaker than the story they’d been telling themselves. Both now have something they didn’t before: a position.
What follows from it varies. Some slash projects that aren’t set up for success. Others finally fund the ones they’d been starving. Some go back to the drawing board and seek external advisory for a reset. Every one of those decisions comes from the same place: knowing which capabilities compound into an edge, and which ones just accumulate. And that clarity is what separates organizations that drift from those that adapt.