Lessons from Election Monitoring Data Projects
Election monitoring is high-stakes, high-pressure work. You're trying to build systems that will process critical data, often in challenging technical environments, with users who are under stress and may have limited technical training. Here's what I've learned from several projects in this space.
Lesson 1: Design for Failure
Networks will be unreliable. Devices will run out of battery. Users will make mistakes under pressure. Your system needs to handle all of this gracefully.
This means:
I've seen incidents where observers lost hours of data because an app crashed and had no local persistence. Don't let this happen to your users.
Lesson 2: Simplicity Over Features
It's tempting to build comprehensive tools with every feature an organization might want. Resist this temptation. In the field, under pressure, users need tools that are immediately understandable.
One of my projects initially had a sophisticated categorization system for incident reports with dozens of options. In practice, observers just selected "Other" for everything because they didn't have time to find the right category. We simplified to five broad categories and got much better data.
Lesson 3: Plan for Scale at Critical Moments
Election systems experience extreme load patterns—low activity for months, then massive spikes on election day. Your infrastructure needs to handle these spikes reliably.
This isn't just about server capacity. Think about:
We typically run load tests simulating 10x expected peak traffic and still get surprised sometimes. Always have a degradation plan for when things exceed expectations.
Lesson 4: Build Trust Through Transparency
Election monitoring organizations need to trust your systems, and so do the broader public who will use the results. This means being transparent about how data is collected, processed, and analyzed.
One effective approach is publishing detailed methodology documents before elections. This sets expectations, allows for feedback, and establishes credibility.
Lesson 5: Security is Non-Negotiable
Election monitoring systems are targets. Governments that want to suppress findings will try to compromise your systems. Organized disinformation campaigns may try to flood you with false reports.
Essential security measures:
Also plan for personnel security. Your team and observers may face intimidation. Have protocols for handling threats and know when to involve security experts.
Lesson 6: The Report Matters Most
All the data collection and analysis in the world is useless if it doesn't lead to clear, credible reporting. Invest heavily in how findings are presented:
I've seen excellent data analysis undermined by confusing presentations. The report is your product—treat it accordingly.
Final Thoughts
Election monitoring technology is a small piece of a much larger democratic infrastructure. The real work is done by thousands of observers, analysts, and advocates on the ground. Our job as technologists is to amplify their efforts and help their findings reach the people who need to see them.
If you're considering working in this space, reach out to established organizations first. Learn from their experience. And remember that humility is essential—we're supporting experts, not replacing them.
Have thoughts on this post? I would love to hear from you.
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