PROPRIETARY FRAMEWORK
The FILTER Framework
A six-criteria tool for evaluating which transformation initiatives deserve leadership attention and capital.
Not every initiative on the executive agenda is worth pursuing. The FILTER Framework provides a structured way to decide.
Developed by
Nono Bokete, CEO, Data Sentinels
Purpose
Protect time, capital, and momentum
Applied to
Transformation prioritisation decisions
Definition
The FILTER Framework is a six-criteria tool developed by Nono Bokete, CEO of Data Sentinels, for evaluating which digital transformation initiatives deserve leadership attention and capital. It stands for: Financial Proximity, Identity Alignment, Leverage, Time Cost, Evidence of Seriousness, and Risk Profile. The framework was built after observing a consistent pattern: organisations investing in transformation initiatives too far removed from financial outcomes, led by sponsors without the time to own them, and backed by enthusiasm rather than genuine commitment. The FILTER Framework is a decision tool, not a scoring matrix. It surfaces the conditions for success: or the reasons to stop.
Most organisations do not have a shortage of transformation ideas. They have a shortage of honest evaluation. The six criteria below are designed to surface the questions that political dynamics and enthusiasm typically suppress. Applied consistently, they protect organisations from spending capital on initiatives that were never going to deliver.
F
Financial Proximity
HOW DIRECTLY DOES THIS INITIATIVE IMPACT REVENUE OR COST?
Initiatives that are two or more steps removed from a financial outcome should be deprioritised until the foundational ones are complete. The closer the initiative is to a specific, measurable financial outcome, the higher its priority. Initiatives that promise to "create the conditions for future savings" without being able to name a specific savings mechanism are low financial proximity by definition.
What to ask
Can you name the specific cost line or revenue mechanism this initiative will move, and by how much, in a defined timeframe?
I
Identity Alignment
DOES THIS ALIGN WITH WHAT THE ORGANISATION IS BUILT TO DO?
Transformation initiatives that take the business away from its core competence carry hidden costs that rarely appear in the business case. The further an initiative sits from the organisation's existing strengths, the higher the true cost of delivery: because new capability must be built from scratch, and the organisation has no pattern recognition to draw on when things go wrong.
What to ask
Does this initiative build on something we are already good at, or does it require us to become something we have never been?
L
Leverage
DOES THIS PRODUCE DISPROPORTIONATE VALUE RELATIVE TO EFFORT?
The best transformation moves have a multiplier effect: they unlock other things rather than just delivering a standalone benefit. A data governance framework that makes five downstream analytics initiatives possible is high leverage. An analytics initiative that cannot be replicated or extended because no governance foundation exists beneath it is low leverage. Prioritise moves that compound.
What to ask
If this initiative succeeds, what else does it make possible that was not possible before?
T
Time Cost
WHAT DOES LEADERSHIP ACTUALLY HAVE TO GIVE TO MAKE THIS WORK?
Most transformations are not underfunded. They are under-led. If the leaders who need to sponsor this initiative do not have the time, it will fail regardless of the budget allocated. The Time Cost criterion forces an honest accounting of leadership availability: not what leaders intend to give, but what they can realistically commit given their current obligations.
What to ask
Can the named sponsor and the key decision-makers block out the time this initiative actually requires, without displacing something equally critical?
E
Evidence of Seriousness
IS THERE GENUINE COMMITMENT: OR JUST ENTHUSIASM?
Enthusiasm in a strategy session is not commitment. Evidence of seriousness is observable and specific: Has budget been allocated? Has a sponsor been named with accountability for outcomes, not just oversight? Has anyone defined what happens if the initiative does not deliver? These questions separate genuine investment decisions from performative innovation activity that consumes organisational energy without producing results.
What to ask
Is there a named sponsor, an allocated budget, a defined success metric, and a consequence for failure: before work begins?
R
Risk Profile
WHAT IS THE DOWNSIDE IF THIS STALLS OR FAILS?
High-risk initiatives require proportionally stronger governance: not more technology, but more structure around the decisions above it. Understanding the risk profile determines how much governance infrastructure needs to be in place before work begins. An initiative with a low risk profile can move quickly with minimal governance overhead. An initiative with significant financial, reputational, or operational downside requires a governance layer that most organisations have not built yet.
What to ask
If this initiative delivers half of what was promised, or fails entirely, what is the financial, reputational, or operational consequence: and does our governance structure account for that?
The Framework in Practice
Seven Initiatives. One Budget. The FILTER Makes the Decision Clear.
The most common situation where the FILTER Framework is applied: a leadership team with seven transformation intiatives on the table, three of them being championed by people who will take it personally if they are deprioritised, and a budget that cannot fund all of them. Without a structured framework, the decision gets made by politics, not evidence
Example Evaluation: Two Competing Initiatives
Should we invest in an enterprise AI platform or fix data governance first?
Criterion
Enterprise AI Platform
Data Governance Fix
Financial Proximity
Indirect. ROI 2–3 steps away.
Direct. Enables downstream savings initiatives.
Identity Alignment
Core. Builds on existing operations.
Core. Builds on existing operations.
Leverage
Low. Standalone if data isn’t clean.
High. Unlocks everything built on top.
Time Cost
High. Requires multiple senior sponsors.
Moderate. One clear owner.
Evidence of Seriousness
Budget requested. No named outcome.
Budget allocated. Success metric defined.
Risk Profile
High. No governance layer in place.
Low. Incremental, reversible steps.