Artificial Intelligence and FinTech Intensity: A Multi-Region Panel Analysis of its Determinants (2000–2024)
This study utilizes a novel hybrid dataset spanning 250 banks across 50 countries from 2000 to 2024 to demonstrate that innovation is the primary driver of AI–FinTech intensity, followed by usage and infrastructure, with governance serving a complementary role.
Original paper licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). This is an AI-generated explanation of the paper below. It is not written or endorsed by the authors. For technical accuracy, refer to the original paper. Read full disclaimer
Imagine the global banking system as a massive, 50-country relay race that has been running since the year 2000. The goal? To see how fast and how deeply 250 different banks have integrated two superpowers: Artificial Intelligence (AI) and FinTech (financial technology).
The author, Moniaye Ayadi, didn't just watch the race; they built a new stopwatch called the AI–FinTech Intensity Index (AFII). This isn't just a simple timer; it's a complex scorecard that measures four specific things: how good the Infrastructure is (the track), how much people actually Use the tech (the running), how much Innovation is happening (the training), and how strong the Governance is (the referees).
Here is what the study found after crunching the numbers from 2000 to 2024.
The Big Winner: Innovation is the Engine
If you were betting on what drives a bank to become a high-tech powerhouse, the paper suggests you should bet on Innovation.
In the race, Innovation was the clear MVP. The data shows it has the biggest impact on how "intense" a bank's digital transformation is. Think of Innovation as the turbocharger on a race car. You can have a great track (Infrastructure) and a driver who loves to run (Usage), but without that turbocharger (Innovation), the car won't hit top speed. The study found that banks investing in new ideas, research, and AI partnerships are the ones pulling ahead.
The Support Crew: Usage and Infrastructure
While Innovation is the star, it doesn't run alone.
- Usage is like the fuel. The study found that it doesn't matter how fancy the car is if nobody drives it. The more customers and banks actually use digital tools (like mobile banking or digital payments), the higher the intensity score. The data suggests that how much people use the tech is almost as important as the tech itself.
- Infrastructure is the paved road. You can't race on mud if you want to go fast. The paper confirms that having strong internet, cloud systems, and cybersecurity is a "foundational driver." It's the necessary ground beneath the tires. Without a good road, the car can't move, but having a road doesn't guarantee you'll win the race—you still need the engine.
The Referee: Governance
Then there's Governance (the rules, laws, and referees). The study found that good governance is positive, but it plays a complementary role. Think of governance as the referee who makes sure the race is fair and safe. A great referee is essential for the game to work, but the referee doesn't actually run the race or make the car go faster. The paper suggests that while good rules help, they aren't the primary force pushing the banks forward; they just create the environment where innovation can thrive.
What the Paper Rules Out
The study explicitly argues against a few common misconceptions:
- It's not just about having the tech: The paper rejects the idea that simply having infrastructure (the road) is enough. You need the active use and the innovation to actually transform the bank.
- It's not just about the rules: It argues that good governance alone cannot drive digital transformation. You can have perfect laws, but if there's no innovation or usage, the banks won't change.
- It's not a one-size-fits-all story: The study emphasizes that you can't look at just one country. By analyzing 50 countries and 250 banks, it shows that the mix of factors changes depending on where you are, but the hierarchy (Innovation > Usage/Infrastructure > Governance) holds up globally.
How Sure Are We?
The authors are pretty confident in these results, but they use specific language to show they've done their homework.
- They didn't just guess; they used advanced math (called System GMM) to make sure the results weren't a fluke or caused by things happening backward in time.
- They ran robustness checks (like testing the results with different math formulas and removing crisis years like 2008 and 2020) and the results stayed the same.
- The data covers a massive 25-year period (2000–2024) and includes a mix of real data and some AI-generated estimates to fill in the gaps.
- The paper states that Innovation is the "most significant driver," followed by Usage and Infrastructure, with Governance playing a supporting role.
The Bottom Line
In the grand relay race of banking, Innovation is the runner who carries the baton the furthest and fastest. Usage and Infrastructure are the teammates passing the baton and keeping the track clear. Governance is the referee ensuring everyone plays by the rules.
The paper concludes that if you want to understand why some banks are leading the digital revolution, look at their ability to innovate. That's the secret sauce. The rest of the ingredients are important, but without that spark of innovation, the recipe just doesn't work.
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