Online Archive of University of Virginia Scholarship
Capstone Report; STS Research Paper2 views
Author
Johnson, Thomas, School of Engineering and Applied Science, University of Virginia
Advisors
Laugelli, Benjamin, EN-Engineering and Society, University of Virginia
Vrugtman, Rosanne, EN-Comp Science Dept, University of Virginia
Abstract
Socio-technical Synthesis: Financial Automation and Institutional Responsibility
My technical work and my STS research paper are both connected primarily through the theme
of high impact financial automation, exploring the implications these systems have on
institutions and their human users. Automated decision-making and data integrity are central to
both projects. However, the two projects differ in their approaches to these automated networks.
My technical work focuses on designing and implementing a successful, modern software
architecture to efficiently resolve fraudulent bank accounts, where my research examines a
historical scenario in which an institution blindly trusted a flawed system, leading to catastrophic
consequences. While they approach automation from different angles, the overarching theme of
institutional responsibility in software engineering is consistent across both.
My technical work explores the modernization of fraudulent account closure for a major
financial institution. The bank faced a massive surge in identity theft and first-party fraud and
their legacy VBA workflow proved inefficient. To solve this, my team built a new automation
system that utilizes modern API connections, SQL databases and decoupled business logic to
process large batches of compromised accounts while being able to be continuously maintained
and updated. This system assesses fraud indicators, executes actions on accounts and documents
all of the steps it takes for regulatory compliance. The automation handles high-volume
processing safely, currently running 27 times faster than the legacy process and projected to save
225,000 hours of manual effort in 2026.
My STS research paper also explores financial automation, but analyzes the
sociotechnical failures of a rigid, poorly managed system. My research focuses on the UK Post
Office Horizon scandal, examining how executive leadership weaponized a flawed centralized
database and accounting system against innocent sub-postmasters. Actor-Network Theory (ANT)
is employed to understand how the Post Office established an artificially rigid network by black
boxing the Horizon database and granting it absolute algorithmic authority. My claim is that the
executives did not simply suffer from passive automation bias but instead deliberately protected
a failing non-human actor (the software) by deploying secondary non-human actors, such as
employment contracts and debt collection letters, to enforce compliance. The goal of my
research is to demonstrate how corporate network builders can manipulate automated systems to
force human operators to absorb the legal and financial ruin of a machine’s errors.
Working on these projects together added value to both. Developing the bank’s security
closure system alongside my STS research provided an important hands-on engineering
perspective. Because I was actively programming exception handlers for database connections
and API calls, I was easily able to understand the Horizon software’s technical synchronization
failures. Viewed through the lens of real-world software development, the executives' defense of
the Horizon system as a flawless black box was clearly a deliberate manipulation rather than an
innocent oversight. Conversely, researching the devastating human consequences of the Horizon
scandal reinforced my ethical effort to implement rigorous testing, exception handling and
transparency as we handle people's money.
Degree
BS (Bachelor of Science)
Keywords
Security; Software; Banking
Notes
School of Engineering and Applied Science
Bachelor of Science in Computer Science
Technical Advisor: Rosanne Vrugtman
STS Advisor: Benjamin Laugelli
Language
English
Rights
All rights reserved by the author (no additional license for public reuse)
Johnson, Thomas. Capstone Report; STS Research Paper. University of Virginia, School of Engineering and Applied Science, BS (Bachelor of Science), 2026-05-08, https://doi.org/10.18130/qsjb-7v66.