Before You Fund the Return, Measure the Distance

Transformation investments are often justified by what an organization expects to gain: lower costs, greater capacity, improved service, faster operations, or new revenue.

Yet an expected return is not evidence that the business can produce it.

Research from McKinsey has examined how transformation programs capture less value than anticipated, including findings that distinguish the value initially targeted from the value ultimately sustained. Other research from BCG and Deloitte has similarly examined the conditions that influence whether transformation investments translate into business results.

These findings raise an important question for enterprise leadership: Before committing the investment, have we established what the business must actually be capable of delivering?

The answer cannot come from the business case alone.

The evidence points toward a different investment conversation

Transformation is rarely confined to one function. A technology initiative may depend on operational changes, data quality, employee capacity, receiving processes, financial controls, and decisions made by leaders outside the implementation team.

Each function may complete its assigned work while the enterprise still fails to achieve the combined performance required for the expected value.

Publicly documented implementation difficulties, including those involving Hershey and Queensland Health, illustrate how dependencies between technology and operating conditions can become consequential. They do not establish that any particular methodology would have prevented those outcomes.

The broader lesson is that leadership needs more than confidence in a proposed solution.

It needs evidence of the operating change the business can realistically achieve.

Every value claim is also a claim about what the business will be able to do

Before an enterprise invests in transformation, it should understand what must change in the business for the expected value to become possible.

That work begins with the functional executives who already oversee the performance the initiative is intended to improve. They know how work moves through their operations, where performance breaks down, what their teams can absorb, and what other functions depend on them to deliver.

Together, they must establish three things: where performance stands today, what the enterprise needs it to become, and what it will realistically take to close the distance.

That distance is the variance.

It is more than the difference between two performance measures. It includes the capabilities, dependencies, capacity, operating changes, time, and investment required to move from the current state to the intended result.

Without that understanding, a business case can describe an attractive return without establishing whether the business can produce it.

A $900,000 investment looks different when the variance is measured

Consider a hypothetical technology-integration initiative requesting $900,000 and projecting $1.44 million in annual savings, beginning in month four.

Rather than accepting the projection, leadership works with the executives responsible for the affected operations to establish what the business currently delivers and what would have to change.

Establish the operating distance

The 72,000 standard transactions represent 60 percent of the total transaction population.

The comparison reveals two performance changes the initiative must support: faster billing readiness and less manual handling.

But the gaps themselves do not prove the integration can close them.

Establish what the business must change

The executives responsible for intake, operations, technology, and billing examine the conditions needed to achieve the required performance.

Can incoming information meet the necessary quality standards? Can operational rework be reduced? Can billing accept transactions within the required window? Can the integration reduce manual effort without transferring that work into exceptions or additional controls?

They also examine dependencies, implementation timing, and whether the functions can absorb the change while maintaining their existing responsibilities.

This is where a performance target becomes a testable operating requirement.

Determine what the change could be worth

If eight minutes of manual handling can be removed across all 72,000 standard transactions, the potential annual capacity release is 9,600 hours.

The financial treatment matters.

The employee capacity value is not cash savings. Contractor spending becomes a cash benefit only if the corresponding expenditure is actually eliminated.

The two performance improvements also require their own evidence. Improved billing readiness does not automatically prove reduced manual effort, or vice versa.

With coverage increasing gradually rather than beginning at full scale, the first-year financial picture changes.

The full implementation still requires $900,000. Under the illustration's assumed cash-flow timing, years two through five produce $64,000 in annual net cash savings, and the five-year cash net present value is approximately negative $635,800, using a 10 percent discount rate.

These are illustrative assumptions, not verified business results. A real appraisal would require Finance to validate the spending changes, coverage ramp, investment timing, discounting, and any additional monetizable value.

Let the evidence change the decision

The revised analysis does not establish that the initiative lacks strategic value. It establishes that the original savings projection is not yet supported by the operating evidence and cash economics.

Rather than approve the entire $900,000, leadership authorizes $90,000 for focused validation and holds the remaining $810,000.

The validation must establish whether the proposed operating changes can produce the required performance, whether the business can sustain them, and which financial effects can be substantiated.

What changed was not the aspiration. It was the standard of proof.

Variance-to-Value: Turning the Distance Into a Decision

The illustration shows why examining the variance matters. The next question is how to make that examination repeatable.

The Variance-to-Value Framework organizes the work into three phases and eight steps. It brings functional executives, Finance, and other essential contributors together to establish the enterprise requirement, measure the operating distance, test feasible ways to close it, and determine what investment the evidence supports.

The framework draws on the S.C.A.L.E. methodology and the executive questions and output blueprints developed in 100 Questions Every Business Outcome Owner Must Ask.

Each step produces evidence leadership can examine and challenge.

From investment approval to continuing value

This final step connects to E6 | Business Value Stewardship within S.C.A.L.E.

An initiative's completion does not establish that its expected value has been realized. The executives responsible for ongoing business performance must continue to verify results, address deviations, and oversee the conditions that sustain value.

That responsibility should remain part of the operating business, supported by appropriate governance rather than automatically requiring a new governance body.

The question is what the evidence justifies

The purpose of measuring the variance is not to discourage transformation. It is to make the investment decision more informed.

An initiative may create service, resilience, customer, risk, or growth value that is not captured in an initial cash-savings forecast. Those outcomes deserve consideration, but they must be defined and supported rather than assumed.

The enterprise does not need certainty about every future condition. It needs to know what the operating evidence establishes, what remains unproven, which functions are responsible for closing the gaps, and what commitment is justified now.

Before funding the return, understand the distance the business must travel to realize it.

Continue the work

Research and Source Notes

1. McKinsey & Company, Losing from Day One: Why Even Successful Transformations Fall Short.
2. McKinsey & Company, How to Implement Transformations for Long-Term Impact.
3. Boston Consulting Group, The Hidden Cost of Inattention: How Boards Can Stop Transformation Value Leakage.
4. Deloitte, Unleashing Value from Digital Transformation: Paths and Pitfalls.
5. Torie T. Thomas, S.C.A.L.E.™ Canonical Methodology, First Edition 1.0.
6. Torie T. Thomas, 100 Questions Every Business Outcome Owner Must Ask, First Digital Edition 1.0.
7. Torie T. Thomas, Variance-to-Value Implementation Kit, Application Edition 1.0, 8 October 2026. Hypothetical financial illustration.