From Adoption to Advantage

For the German start-ups in the study, the prospect of higher growth is inseparable from a financing question: who is willing to fund a capability whose costs arrive early and whose returns are uncertain? A second question follows from the contemporary SME evidence: even when a firm can access an AI or analytics tool, has it integrated that tool deeply enough to change the organisation? The useful judgment is not whether venture capital or advanced AI is inherently good. It is whether the venture has a credible path from a specific decision problem, through runway and skills, to secure organisational use without mistaking a signal of potential for realised performance.

Why VC sees upside where banks see repayment

The German study finds a positive relationship between BDA adoption and venture-capital financing. The odds of a start-up receiving VC are 1.6 times higher when it uses BDA than when it does not, corresponding to an average marginal effect of 2 percentage points. Because only about 3% of start-ups in the sample receive VC in the first place, the same result can be expressed as a 67% relative increase. These are two descriptions of one low-base-rate comparison, not a 67-percentage-point jump in the chance of funding.

The difference between equity and bank finance helps explain why the relationship is specific. A bank generally receives an agreed repayment and interest; it does not share directly in the exceptional upside if a risky venture becomes very valuable. A VC fund invests in equity and can benefit from that upside at an exit. If BDA makes a venture more likely to scale, an investor willing to bear the possibility of failure may value the option even while the venture’s early costs and volatility remain high. The technology’s risk is not necessarily a defect from the perspective of every financier. It changes which financing logic fits the bet.

That interpretation does not make VC receipt proof that BDA created value. The study uses VC as a forward-looking indicator of perceived future performance and market value. Investors examine the team, technology, product, market, and industry outlook, so their decision contains information about what sophisticated outsiders expect. But expectation is not the same as realised return. Investors can be wrong, and their judgement can be influenced by location, gender, educational similarity, hype, or herding. A financing round can also provide the money that later pays for analytical staff and organisational growth. In that case, VC is not only a signal observed after adoption; it is part of the mechanism that may produce later outcomes.

The researchers account for innovation capacity more carefully in the financing analysis by adding whether a start-up already held a patent to the balancing process. That makes it less likely that the BDA result is simply a general innovation signal. It still does not create a complete counterfactual.