What Leaves Small Cities in Wikipedia’s Blind Spot?
- 5 days ago
- 6 min read
Why is information about smaller Indian cities so difficult to find? We look beyond Wikipedia to trace where information exists, where it falls short, and what this reveals about the public record.

The Information Behind Wikipedia
A couple of weeks ago we wrote about how Wikipedia's pages for smaller Indian cities represent information on history, geography, and culture reasonably well, but consistently fall short on governance related information. We identified 317 specific gaps behind that shortfall, 219 cases where information was entirely unavailable, and 98 cases where it was present but unreliable. This piece asks why those gaps exist, and whether the information behind them exists publicly at all. To find out, we looked past Wikipedia at the wider set of sources these pages would need to draw from, municipal websites, government records, news coverage, and independent research among them.
That search located 228 sources, resolving 187 of the 317 identified gaps. The remaining 130, roughly 41 percent, stayed unresolved even after an extensive search, meaning no public source could be found for them at all.
Among the 228 sources that were found, 59 percent were government sources, city government websites and other government records. That share suggests government information is not scarce at the level of sources existing at all. What is scarce is variety within that government category, and the next section looks at exactly how narrow it gets.

When the City Website Becomes the Only Source
Government information (See the Fig 2 below), depends heavily on a single channel. Of everything found for this category, 50.6 percent originated from city government websites alone, with only 20 percent sourced from other government channels. Department related information illustrates the cost of this dependence: every source located for it traced back to the city's own website, and where that website had nothing to publish, no alternative source supplied the information.
Government information does not need to depend on government sources broadly; but in reality, it seemed to depend on one government source in particular: the city's own website. This means the city's own website functions as a single point of failure: should it become outdated, incomplete, or unavailable, no comparable channel exists to compensate and provide that information.

The city's own website functions as a single point of failure: should it become outdated, incomplete, or unavailable, no comparable channel exists to compensate and provide that information.
A Website Is Only as Useful as Its Maintenance
We assessed the city government website of all 35 cities individually. Incomplete information was the most common finding, flagged 22 times (See Fig 3). Only seven websites were found to provide sufficient information overall. The remaining findings were split between websites that were Inaccessible, Not Secure, or carrying Outdated Information, so the failures were not all the same kind of problem.
Ajmer's and Bardhaman's websites were inaccessible at times; Kannauj's official site was unreachable altogether, with updates shared instead through Facebook. Firozabad, Hubli, Brahmapur, and Mysore were Not Secure, chiefly for lacking HTTPS. Jodhpur, Karnal, Kohima, and Mormugao carried outdated information, often listing administrative or political heads no longer in office. Durgapur, Jorhat, and Kadapa, among the seven rated Sufficient, still covered administrative content only.

Across these cases, the underlying issue is fundamentally one of maintenance: the website exists, but has not been adequately maintained, whether in terms of its accessibility, its security, or the currency of the information it presents.
Non-government information fares even worse, and the reason is not poor maintenance. Even among the seven websites rated Sufficient, coverage of a city's history, geography, economy, or places to visit was minimal. Across all 35 cities, city government websites accounted for only 3.5 percent (See Fig 4) of everything found under non-government information.
When the City Itself Disappears from the Record
Non-government information depends heavily on non-government sources; more than 80 percent of it originates from blogs, websites, and academic writing. Economy is a partial exception, with closer to 45 percent of its sourcing coming from government channels, though rarely from the city's own website.
Even with this wider range of sources available, much of this information was never found. Of 23 identified gaps in geography, only 9 were filled. Of 20 gaps in the economy sections, 9 were filled. The gap is at the city level specifically. Geography, history, economy, and places to visit are often well documented at the district level, but that documentation rarely extends down to the individual city. For many of these cities, the information exists for the district, not for the city itself.

Two Gaps Behind the Missing Information
This study examined why information about smaller Indian cities is often missing or unreliable on Wikipedia and in the broader public record. Of the 317 gaps identified, 187 (59%) were resolved using sources beyond Wikipedia, while 41% remained unresolved. These unresolved gaps reflect two key issues: a maintenance gap and a documentation gap.
District websites were, in our experience of compiling this data, generally more accessible, secure, and reliable, and more likely to provide non-government information alongside government information. This raises an important question: why does this standard not consistently translate to the city level?
A likely part of the answer is unavailability of resources rather than intent. Dedicated e-governance funding is rare even among India's largest cities, and the cities that do have it consistently score higher on service delivery than those that don't. Smaller municipalities face further constraints: fiscal constraints, weaker technical capacity, and thinner human-resource capacity, which can limit their ability to develop and maintain comprehensive public-facing digital services.
Missing city data is less a failure of institutional intent and more a direct consequence of structural reasons. As the article points out, it directly limits Wikipedia's coverage, as editors can only build pages from available public records. Strengthening primary city documentation through these websites can enrich Wikipedia, turning sparse city pages into reliable hubs of public knowledge.
Addressing these documentation gaps requires recognising the administrative constraints smaller municipalities face. Urban local bodies operate with an average vacancy rate of around 37 percent in sanctioned staff positions, and those in 16 states have limited or no control over their own staffing.
Janaagraha's Annual Survey of India's City-Systems 2023 found that 25 of 35 states have enacted a Public Disclosure Law, but only 12 have notified the rules to operationalise it. Only Maharashtra mandates a digital governance roadmap for its city governments. Hence, the obligation and roadmaps to disclose largely exists; but as visible from our assessment, the machinery and the medium for doing so do not. The result shows up even in the best-resourced cities. Of India's 33 capital cities, two publish an annual report of works completed; one publishes ward-level budgets; none publish meeting minutes, rules or decision documents in an open data format. The constraint is not unique to smaller cities. Staffing compounds it. Indian cities in the survey run between 45 and 938 employees per lakh population, against 2,936 in London. Kanpur and Ludhiana, both in our sample, carry vacancy rates of 60 and 35 percent. A public-facing portal is a recurring cost in staff time and technical capacity, and it competes against service delivery for both.
The maintenance gap primarily affects government information. This information often depends heavily on a single channel - the city's own website. When these websites are outdated, insecure, or inaccessible, the information they contain becomes unreliable or unreachable, regardless of whether it was originally documented. Even when cities may have information about budgets, staffing, resources among others, it is not publicly available.
The documentation gap, in contrast, affects non-government information more. Unlike government information, this category draws on a wider range of sources. Yet information on the geography, history, economy, and places to visit in smaller cities is often not documented in the first place.
If you are interested in editing the Wikipedia for your city and want some company, Nāgrika regularly holds Wikathons under our Nagarpedia initiative where we help people learn to edit and verify the information on your city pages.
Contribute to your city page by signing up for an upcoming Wikathon.
Research Team: Harsh Sharma, Shinjini Dasgupta
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