The Founder's Time Tax

A founder and a two-year-old company face the same underlying question from opposite directions: how much formal process does a decision actually need right now. For a founder, the honest answer is usually less than the admin workload suggests, because most of that time isn't spent deciding anything, it's spent producing the reporting nobody asked to see. For an early-stage company, the answer is more uncomfortable: sometimes less rigour, applied too early to the wrong questions, does more harm than good.

The Finding

Solo founders and very early-stage teams are usually advised the same way: get organised, track everything, make decisions on data. Research on both ends of that advice complicates it. Founders lose a genuinely large share of their working time to admin, most of it reporting-related, time that has nothing to do with the judgement calls that actually grow the business. Separately, research on UK start-ups found that data-driven rigour helps a company once its fundamentals are settled, but can actively hurt performance when applied too early to decisions that are still fundamentally being figured out.

Two Stages, Same Blind Spot

What connects these two moments isn't the amount of data involved, it's how invisible the cost is while it's happening. A founder losing a day a week to reporting doesn't experience it as a decision, it just feels like the job. An early-stage team leaning hard into data before the fundamentals are settled doesn't feel like a mistake, it feels like discipline. Both only become visible in hindsight, once the pattern has already set.

Why It Happens

Founder

Reporting expands to fill the time available. Without a system built to produce it efficiently, admin work doesn't stay a fixed cost, it grows to whatever a founder is willing to give it, because there's always another version of the report that could be more accurate.

New Companies

Rigour applied to the wrong question backfires. Data-driven decision-making assumes the question being tested is stable. Early-stage companies are often still questioning the fundamental premise of the business itself, and testing execution details rigorously while the premise is still moving produces noise, not clarity.

Neither problem looks urgent until it compounds. A founder losing a day a week to admin doesn't feel like a crisis in month one. An early-stage team over-indexing on data before the fundamentals settle doesn't look wrong until the metrics being optimised turn out to be measuring the wrong thing.

What the Research Shows

The Sage-commissioned research, surveying over 3,000 small business owners, found admin and back-office tasks consuming roughly 17% of total working time, close to 120 working days a year. Reporting is a substantial share of that admin load, and it's rarely the reason anyone started the company. The Harvard Business Review research points the same underlying issue in a different direction: studying 261 UK start-ups, it found that established ventures using data to sharpen an already-working strategy saw immediate performance gains, while early-stage ventures that applied the same rigour to still-unsettled fundamental assumptions saw the opposite. The lesson isn't "use less data", it's that the value of data-driven rigour depends heavily on what stage of decision it's being pointed at.

What Fixes It

1. Separate the reporting that earns its keep from the reporting that doesn't. Not every report a founder produces gets used in a decision. The ones that don't are the first candidate for cutting or automating.

2. Match the rigour to the maturity of the question. A fundamental assumption still being tested needs judgement and speed, not a dashboard. An execution detail on a strategy that's already working is exactly where data-driven refinement earns its value.

3. Build the habit before the pressure arrives. Deciding now which parts of the business will need reliable reporting later is cheaper than retrofitting it once the company has grown past the point where informal tracking still works.

Getting this right isn't about doing more of either extreme, formal process or fast instinct, it's about knowing which one a given decision actually calls for at the stage the company is in. A founder who automates the wrong report has just made a bad process faster. An early company that formalises the wrong decision has just made a wrong turn more confidently. Neither mistake announces itself at the time it's made, which is exactly why it's worth deciding the rule in advance, rather than working it out under pressure once the company has already grown past the point where it's easy to unwind.

Sources & References

Sage / Plum Consulting. Small business admin time research (survey of 3,000+ small business owners). Spina, C. and Novelli, E. Research: When Does Scientific Decision-Making Benefit Startups? Harvard Business Review, February 2025.