A firm can buy the best AI in its market. Why is that not the same as being able to use it?
The module's second lens is absorptive capacity: recognise, assimilate and apply new knowledge. Zillow had the data (acquisition) but couldn't assimilate what its black-box model was doing or transform its process when the world moved — the exact failure the theory predicts.
Absorptive capacity (Cohen & Levinthal, 1990): a firm's ability to recognise, assimilate and apply new external knowledge — and it depends on prior related knowledge. Zahra & George (2002) split it into Potential (Acquisition, Assimilation) and Realized (Transformation, Exploitation), leading to competitive advantage (flexibility, innovation, performance).
Acquisition & Assimilation = Potential; Transformation & Exploitation = Realized. Buying knowledge is Potential; using it is Realized.
| Dimension | Zillow Offers |
|---|---|
| Acquisition | ✓ Best housing dataset in the US. |
| Assimilation | ✗ Executives couldn't understand the black-box model's failure modes. |
| Transformation | ✗ Automated buying kept buying while human selling slowed — process couldn't adapt. |
| Exploitation | ✗ Exploited outputs into negative value — overpaying for homes. |
Barton's own words on the shutdown: “the unpredictability in forecasting home prices far exceeds what we anticipated.”
Classic absorptive capacity assumed absorbing technology required deep technical expertise. Natural-language GenAI inverts this: any employee can exploit the output instantly — but the firm may never assimilate the underlying knowledge, building a hollow, vendor-dependent capability. And the standing critique (Lane et al., 2006) is that the construct became a black box — which Zillow made literal.
The 2026 bottleneck is no longer individual technical literacy — it is structural: data permissions, process redesign, and whether anyone can actually question the model.
Define absorptive capacity and its two-stage (Zahra & George) structure.
Which absorptive-capacity dimensions did Zillow fail, and how?
Name the two citation errors in the deck's absorptive-capacity slide.