How bigtechs use data to enter regulated markets

30/01/2023 Article
profile picture of Louis-David Benyayer Louis-David Benyayer ESCP Business School Permanent Affiliate Professor, Information & Operations Management

It’s common to say that platforms aggressively compete with incumbents on value capture in non-digital-native markets. A recent research sheds light on the process by which Big Tech companies enter regulated markets and the role data play in this entry strategy. How exactly do Big Tech use data to enter markets?

Over the last ten years, platforms have grown so big they are directly or indirectly controlling a significant chunk of the value of many markets (whether purely digital or influenced by digital). Their market valuation tops the usual suspects of major market capitalisation, they lead entirely new industries (digital advertising and cloud for example), they exert influence on nearly all consumer products markets (through their intermediation position). Recently, this influence has expanded to BtoB industries, where we see platforms and big tech companies take positions in newly-defined value chains.

A recent research concluded on a four-stage process by which platforms enter new markets, and highlighted the role data play in the process. Before this, let’s get back to data value forms and the role data plays in platform business models.

Data a critical asset in platform business model

In our book Datanomics, Simon and I described three main forms of value for data: 

• Commodity when data are bought or sold, either by data brokers or corporations (for example banks or retailers). 

• Lever when data are used to improve the performance of an existing business model (reducing costs or increasing revenue). 

• Asset when companies use the data they collect as one side of their two-sided business model (like social networks or search engines) or when they use them to increase their bargaining power within an industry or a value chain.

We argued that the value as a commodity, though important when you consider data brokers’ revenues, is much lower compared to the value generated when data is used as a lever or even more as an asset.

In platforms, the three forms of value can be observed. In a previous post, I summarized the roles data plays in platforms’ business models and more specifically, how platforms use data to increase their advantage on incumbents, other platforms and ‘complementors’. Data is the main resource used by platforms to run their service because data are key to ensure liquidity and balance of the platforms’ two sides.

Additionally, data is a distinctive resource platforms leverage to have an edge on incumbents through the data flywheel effect (the more data, the better the service, the more usage, the more data, etc.). Lastly, data is used by platforms to enter other industries and upstream parts of the value chain.

Big Tech firms rarely end up directly offering the “primary service”, however, they change the power dynamics in these industries over time by commoditizing incumbent service providers, turning them into mere complementors. Through this process, Big Tech firms control the data and become unique providers of critical, data-driven value.

The four stages of ‘digital colonization’

The research by Ozalp et al. describes more precisely the last role data plays in platforms, namely how data are used to enter new markets or value chain parts.

They analyse how Google, Amazon, Microsoft, Facebook and Apple entered education and healthcare markets, and they conclude on a four-stage process they name digital colonization:

1. Provision of data infrastructure services to incumbents;
2. Direct and indirect data capture in industry;
3. Provision of data-driven insights;
4. Design and commercialization of new products and services. 

Additionally, they observe that Big Tech firms rarely end up directly offering the “primary service” (e.g., providing school education or becoming primary healthcare providers), however, they change the power dynamics in these industries over time by commoditizing incumbent service providers, turning them into mere complementors. Through this process, Big Tech firms control the data and become unique providers of critical, data-driven value.

The four stages are illustrated in the following graph:

Big Tech companies’ entry strategy leverages the key capabilities they master (data, infrastructure, AI, cloud, etc.), and they use them as a Trojan horse to enter new markets. They first offer their data and technological services on productivity promises for the incumbents, then as incumbents are progressively using them, the data part of the value proposition becomes more important, turning Big Tech into necessary partners which master distinctive capabilities.


This article was first published on ESCP Business School's media, The Choice

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