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From Spreadsheets to Algorithms: The Evolution of Finance

From Spreadsheets to Algorithms: The Evolution of Finance

12/26/2025
Lincoln Marques
From Spreadsheets to Algorithms: The Evolution of Finance

The journey of finance spans centuries, weaving innovations that reshaped economies and societies. From the earliest transatlantic cables to the rise of artificial intelligence, each breakthrough has propelled the industry forward at an unprecedented pace of change.

As we trace this transformation, we uncover how manual bookkeeping gave way to sophisticated models, and how spreadsheets evolved into self-learning algorithms guiding trillions of dollars in daily transactions.

The Infrastructure Era (1886 67)

In Fintech 1.0, visionaries built the foundational frameworks that enabled global connectivity. The 1866 transatlantic cable linked London and New York in near real time, ushering in an age of electronic funds transfer systems. The Federal Reserve’s Fedwire service debuted in 1918, sending payments via telegraph and Morse code.

Credits cards emerged mid-century: Diner’s Club issued the first in 1950, and American Express followed in 1958. These plastic pioneers replaced bulky coin purses and paper bills, streamlining commerce across continents.

  • Telegraph and transatlantic cables (1866)
  • Fedwire Funds Service established (1918)
  • First credit card by Diner’s Club (1950)
  • American Express credit card introduced (1958)

The Digital Transformation Era (1967 2008)

The shift from analog to digital defined Fintech 2.0. Barclays installed the first ATM in London in 1967, giving customers 24/7 access to cash. Texas Instruments’ handheld calculator in 1972 foreshadowed the computing power we carry in our pockets today.

NASDAQ launched in 1971 as the first digital stock exchange, eliminated most human interaction in trading pits. SWIFT standardized cross-border messaging in 1973, while the Automated Clearing House (ACH) in the U.S. streamlined payroll and bill payments. Mainframe computers dominated bank back offices in the 1980s, and the rise of email and personal computing spurred early online banking experiments.

  • First handheld calculator by Texas Instruments (1972)
  • NASDAQ electronic quotation system (1971)
  • SWIFT messaging protocol (1973)
  • Automated Clearing House launches (1970s)
  • E-Trade offers online trading (1992)

The Disruption Era (2008 Present)

The 2008 financial crisis shattered public trust and ignited a wave of innovation. Fintech startups seized the moment, unleashing peer-to-peer lending, mobile wallets, and algorithmic advisors. This period saw micro-lending, robo-advisors, and buy-now-pay models challenge legacy institutions, forcing banks to adapt or perish.

Blockchain prototypes emerged in 1991 but gained traction post-2008. Bitcoin introduced a decentralized ledger, and subsequent cryptocurrencies pushed the boundaries of trustless finance. Open Banking regulations in 2018 unlocked data sharing, fueling a new generation of personalized financial services.

  • Mobile wallets: Google Wallet (2011), Apple Pay (2014)
  • Contactless and QR code payments expansion
  • Challenger banks rising: Monzo, Starling, N26
  • Generative AI for financial advice (present)

Looking Ahead: From Spreadsheets to Algorithms

Today’s markets handle over 5.5 trillion dollars daily in digital-only transactions, driven by data-driven decision-making processes. Algorithmic trading accounts for a significant share of volume, while machine learning models detect fraud in milliseconds.

As we look forward, quantum computing, advanced AI, and decentralized finance promise yet another leap. The fundamental lesson remains: each era builds on its predecessor, solving its challenges and opening new possibilities. Embracing this evolution with foresight and responsibility will ensure the next chapter of finance serves society and fosters innovation for generations to come.

Lincoln Marques

About the Author: Lincoln Marques

Lincoln Marques