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  • Introduction Maps and satellite imagery
  • Ethical Considerations
  • Limitations
  • Other resources

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About Maps and Satellites

A guide to using map and satellite tools.

Last updated 25 days ago

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Introduction Maps and satellite imagery

Maps and satellite imagery are vitally important tools for open source researchers engaged in geolocation and chronolocation. Most people are familiar with maps and their use in helping to orient and direct us in our daily lives. However, this familiarity is something open source researchers should be wary of. Maps and satellites have many uses for open source researchers but they also come with important ethical considerations and technical limitations.

This section describes some of these general issues whilst the individual tools descriptions describe tool specific issues.

Ethical Considerations

Cultural Bias

Maps are inherently political artefacts. Many maps explicitly define borders of countries but the politics of mapping goes much deeper than this. A classic example of this is the reversal of the North South map shown below:

Bias towards the Global North can produce inaccuracy in reporting and research. The way maps are drawn also often reflects this bias.

  • True North: The northern most point on the spherical earth (which is distorted when looking at flat maps).

  • Grid north: The north that runs upwards alongside the grid lines on a flat map.

  • Magnetic North: The north as indicated by a compass which shifts over time.

  • Google Maps’ North

Some resources that explore these issues in more depth include:

3D Space

Privacy

Researchers in turn have a responsibility to ensure the right to privacy of individuals or groups they may be monitoring.

In regard to further ethical considerations the following may be helpful:

Limitations

Mapping and satellite imaging services all have generalised limitations that open source researchers need to be aware of so they can present transparent and verifiable results.

Data Accuracy

Satellite imagery has limitations around accuracy that researchers should understand and be transparent about. The following video from European Space Imaging although focused on the commercial application of satellite imagery may help researchers understand some of these limitation better.

The video explains that there are a number of different considerations when talking about 'accuracy'. These include:

  • Absolute Accuracy: Does the pixel in the image correlate identically with its position on earth?

  • Relative Accuracy: the distance between objects in the images.

  • Resolution: in general the higher the resolution the imagery the more accuracy.

Accuracy is not measured in the same way by all satellite imagery. There are two main ways of assessing accuracy in satellite imagery:

Data Currency

Satellite data may not always be up to date. Researchers should verify important information through other sources where possible.

Political Bias and Missing Data

As inherently political artefacts there are practical implications for researchers using mapping tools. Most maps not only exhibit political bias but deliberately exclude, blur or only provide low resolution imagery of state related facilities or some regions of the world.

These issues are important to consider when working with maps and satellite imagery and particularly when publishing open source research where being transparent about these limitations is important.

See also:

Crowdsourced data

Other resources

Wikis

Tutorials and Articles

Video Tutorials

Books

  • Kurgan, L. (2022) Close up at a distance: mapping, technology, and politics. First paperback edition 2022. New York: Zone Books.

  • Bélanger, P. and Arroyo, A. (2016) Ecologies of power: countermapping the logistical landscapes & military geographies of the U.S. Department of Defense. Cambridge, Massachusetts London, England: The MIT Press.

  • Weizman, E. (2017) Forensic architecture: violence at the threshold of detectability. Brooklyn, NY: Zone Books.

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Bellingcat volunteer team

This has real accuracy implications for open source researchers. The familiar and the used by Google Maps, Open Street map, Bing Maps, etc. are not accurate representations of countries and continents. The featured in the following West Wing clip may be enlightening:

Even 'North' itself is not necessarily something we can take for granted. There are many 'Norths' according to Yung Au in including:

Maps are intertwined with cultural biases. Many other cultures create maps that have deeper layers of meaning than Western map makers. In Australia indigenous cultures create maps for locating water holes but also as ancestral records .

Thinking Critically About Maps: Researching, Resisting and Re-imagining the World — The Kit 1.0 documentation (no date). Available at: (Accessed: 26th April 2025).

Houston, D. (2017) Five maps that will change how you see the world, The Conversation. Available at: (Accessed: 26th April 2025).

Lucchesi, A.H. (2018) ‘“Indians Don’t Make Maps”: Indigenous Cartographic Traditions and Innovations’, American Indian Culture and Research Journal, 42(3). Available at:

Three-dimensional space can also be another challenge for maps and map makers. Eyal Weisman's Open Democracy essay explores how three-dimensional, political and cultural space in the occupied West Bank are constructed and reproduced through architecture and maps_._ Much of Weisman's research agency 's work is engaged in mapping violence across time and space using forensic methods to counter institutional bias.

Open source researchers need to be aware of how satellite imagery platforms track and use researcher's data. In Europe the requires companies, government bodies, and individuals to provide clear and transparent information about how personal data will be used. Google Maps for instance provides information about how it and how personal information is used. However, this information is not always easy to find or in a standard, easy to understand format. It's the responsibility of researchers to understand and protect their data. The Vice article will give you an idea of how much data maps track.

Bennett, M.M. et al. (2024) ‘Bringing satellites down to Earth: Six steps to more ethical remote sensing’, Global Environmental Change Advances, 2, p. 100003. Available at: .

February 2021, M.P.// 25 (2021) Why we need to think about ethics when using satellite data for development, Devex. Available at: (Accessed: 26th April 2025).

Orthorectofication: the curve of the earth, the angle of the satellite, the altitude of the ground captured are all processed using orthorectofication elevation models to provide a two dimensional representation. Different companies use different algorithms to do this correction with implications for accuracy. A good example of what orth-correction does can be seen .

(CE90): This means that a minimum of 90 percent of the points measured has a horizontal error less than the stated CE90 value. Used by European Space Agency.

: other platforms use RMSE to assess accuracy.

Every mapping and satellite tool in the Bellingcat toolkit has it's own standards regarding accuracy which we aim to reference in the individual toolkit entry. An example of platform documenting accuracy would be

For some use cases aerial imagery rather than satellite imagery, can offer better location accuracy down to pixels and .

With satellite imagery two factors are important to consider. First, the of a satellite in orbit is the revisit frequency of the satellite to a particular location. The more often it revisits a location the more chance that the area will be cloud free when the satellite passes over the location and the greater the chance of identifying when exactly things change on the ground. The second factor to be aware of is the between the satellite taking the image and the image being made available publicly on the satellite imagery platform. This can vary by location as well as by platform and the documentation isn't always easy to find. We aim to include this data with the individual toolkit entry.

Google Maps is a good example of a platform that chooses to restrict access to data they deem as sensitive. A full List of Google satellite map images with missing or unclear data is provided by Wikipedia. Researchers should be aware that areas of conflict are particularly sensitive to being excluded.

It's also important to realise that where you are in the world will influence the imagery you have access to, see .

Some countries have legislation which makes mapping services located in those countries particularly problematic. China, for instance, has specific legislation restricting digital mapping services including . Users inside China are also restricted from accessing many of the services Western researchers take for granted by the '' of China.

Aberneithie, C. (2022) ‘Do mapping apps exacerbate prejudice?’, New Statesman, 15 August. Available at: (Accessed: 26th April 2025).

‘Widespread Blurring of Satellite Images Reveals Secret Facilities’ (no date) Federation of American Scientists. Available at: (Accessed: 26th April 2025).

Crowdsourced data can be particularly prone to bias in the geographic coverage, text and image content. Some areas may be over-represented while others are under-represented. For a general overview of bias in crowd sourced applications see

SentiWiki (no date). Available at: (Accessed: 26th April 2025).

‘Buying Optical Satellite Imagery? The Top Ten Things to Consider - Home - Aerial/Satellite Digital Mapping Solutions - LAND INFO ... landinfo.com’ (2020), 6 April. Available at: (Accessed: 26th April 2025).

1. Introduction to The Politics of Verticality (no date) openDemocracy. Available at: (Accessed: 26th April 2025).

Key factors to consider when choosing between aerial & satellite imagery- Aerometrex (no date). Available at: (Accessed: 26th April 2025).

4. Spatial accuracy and Ortho-correction | 10 things to know about VHR satellite data (2022). Available at: (Accessed: 26th April 2025).

Earth Science Data Systems, N. (2019) What is Remote Sensing? | Earthdata. Earth Science Data Systems, NASA. Available at: (Accessed: 26th April 2025).

Earth Science Data Systems, N. (2020) What is Data Latency? | Earthdata. Earth Science Data Systems, NASA. Available at: (Accessed: 26th April 2025).

Earth Science Data Systems, N. (2020) What is Synthetic Aperture Radar? | Earthdata. Earth Science Data Systems, NASA. Available at: (Accessed: 26th April 2025).

Tutorials | Center for Spatial Research (no date). Available at: (Accessed: 26th April 2025).

Video course: Mapping for Journalists (no date) DataJournalism.com. Available at: (Accessed: 26th April 2025).

Mercator projection
Mercator Web Projection
Gall–Peters projection
Thinking Critically About Maps: Researching, Resisting and Re-imagining the World
Painting Country: Maps of the Country
https://kit.exposingtheinvisible.org/en/critical-maps.html
http://theconversation.com/five-maps-that-will-change-how-you-see-the-world-74967
https://doi.org/10.17953/aicrj.42.3.lucchesi
The Politics of Verticality
Forensic Architecture
General Data Protection Regulation (GDPR)
protects individual's privacy
Six Reasons Why Google Maps Is the Creepiest App On Your Phone
https://doi.org/10.1016/j.gecadv.2023.100003
https://www.devex.com/news/sponsored/why-we-need-to-think-about-ethics-when-using-satellite-data-for-development-99148
here
Circular Error at the 90th percentile
Root Mean Squared Error (RMSE)
How accurate is Google Earth’s measurements?
resolutions down to centimetres
temporal resolution
data latency
here
Google redraws the borders on maps depending on who’s looking
incorrect alignment of street maps with satellite maps in various applications
Great Firewall
https://www.newstatesman.com/spotlight/2022/08/mapping-navigational-apps-gis-safety-bias-google-maps
https://fas.org/publication/widespread-blurring-of-satellite-images-reveals-secret-facilities/
Crowdsourced geospatial data quality: challenges and future directions.
https://sentiwiki.copernicus.eu/web/sentiwiki
https://landinfo.com/buying-optical-satellite-imagery-the-top-ten-things-to-consider/
https://www.opendemocracy.net/en/article_801jsp/
https://aerometrex.com.au/resources/blog/key-factors-consider-when-choosing-between-aerial-satellite-imagery/
https://guides.geospatial.bas.ac.uk/10-things-to-know-about-vhr-satellite-data/4.-spatial-accuracy-and-ortho-correction
https://www.earthdata.nasa.gov/learn/backgrounders/remote-sensing
https://www.earthdata.nasa.gov/learn/backgrounders/data-latency
https://www.earthdata.nasa.gov/learn/backgrounders/what-is-sar
https://c4sr.columbia.edu/tutorials
https://datajournalism.com/watch/mapping-for-journalists
Satellite Image Accuracy - What is geolocational accuracy and what does it mean for your data? (2021). Available at: (Accessed: 3 September 2024).
https://www.youtube.com/watch?v=CqtmNu3IsTk
Gall--Peters Projection (2010). Available at: (Accessed: 26 August 2024).
https://www.youtube.com/watch?v=vVX-PrBRtTY
NASA, , Public Domain
https://commons.wikimedia.org/wiki/File:World_upside_down.jpg