Jannat Khosla, geospatial researcherJannat Khosla, geospatial researcher, standing in front of a metal-art map of India
30.73° N, 76.78° E

JannatKhosla

I'm a geospatial researcher. I turn Sentinel-2 and Landsat imagery into maps of farmland and water, compared across years, and I set out ground control for drone surveys.

  1. 01MSc Geoinformatics, Panjab University
  2. 02Research intern, IIT Roorkee, 2026
Introduction02

Until my IIT Roorkee internship in 2026, nearly everything I'd mapped came from satellites. There I set out ground control points with a GNSS rover so the drone surveys would line up with the ground.

I'm doing an MSc in Geoinformatics at Panjab University, after a BA in Geography at Indraprastha College for Women, University of Delhi. The rest of my work is in Punjab and Delhi NCT, plus one flood-exposure study in the hills above Dehradun.

Studying
MSc Geoinformatics, Panjab University
Research internship
IIT Roorkee, 2026
Based in
Chandigarh, India
Jannat Khosla collecting GNSS ground control with survey equipment in the field

Observing a ground control point

So far03
7

projects written up on the Work page

25+

volunteers I led with Prayan Foundation while I was at college in Delhi

7+

online courses, mostly Esri and IIRS

In November 2025 I presented a paper on water indices in Punjab at the 6th Asian Conference on Geography, Jamia Millia Islamia.

What I work on04

Most of my projects sit in the first two.

  1. 01

    GIS and spatial analysis

    Buffers, overlays and zonal statistics in QGIS and ArcGIS Pro. For the Delhi NCT study I drew distance rings around industrial sites and ran statistics for every ring.

    QGIS · ArcGIS Pro · Google Earth Pro

    See it inDelhi NCT industrial impact
  2. 02

    Remote sensing and spectral indices

    NDVI, NDWI and NDBI from Sentinel-2 and Landsat. I've used them to read water stress across Punjab's farmland, and to compare land next to Delhi's industrial areas with land a few kilometers out.

    Sentinel-2 · Landsat · Google Earth Engine · Python · NDVI / NDWI / NDBI

    See it inPunjab water indices
  3. 03

    Drone surveys and GNSS ground control

    At IIT Roorkee in 2026 I observed ground control points with an Emlid Reach RS3 and a Trimble DA, then fed them into the photogrammetry so the orthomosaics and surface models sat on real coordinates.

    RTK GNSS · Photogrammetry

    See it inIIT Roorkee UAV and GNSS field work
  4. 04

    Research writing

    Eight weeks of academic writing and literature reviews at Bhu Chintan in 2025.

    Literature reviews · Papers · Reports

How a project runs05

Roughly how a project goes.

With pictures from my own projects: the Punjab water study and the drone surveys at IIT Roorkee.

  1. Landsat true-color composite of farmland around Ludhiana and the Sutlej river in Punjab
    The raw scene: Landsat true color over Ludhiana and the Sutlej. NASA, public domain.
    01

    Work out the question

    Before I download anything I want to know what you're trying to find out, because that decides which sensor and which months of imagery are worth using.

  2. Jannat Khosla kneeling on a lawn beside a multirotor survey drone
    Getting a survey drone ready before a mapping flight.
    02

    Fieldwork, if it's needed

    Plenty of projects never need it. When one does, I go out with a GNSS receiver and observe ground control for the drone flights.

  3. NDWI map of Punjab for 2010 to 2025
    An index worked out from the imagery: NDWI for Punjab, 2010 to 2025.
    03

    Processing

    Indices, buffers and zonal statistics in QGIS or ArcGIS Pro. I note down each setting so the analysis can be run again later.

  4. Punjab groundwater table by district, 2010 to 2025
    The finished map: groundwater table by district, 2010 to 2025.
    04

    Maps and a write-up

    You get the maps and the data files, and a short write-up of what the numbers mean, in words someone outside GIS can follow.

Selected work06

Things I've mapped.

All work
Where the projects are. Red marks link to the write-up.Landsat true-color composite, NASA GIBS

Most of my projects so far sit in one strip of North India, from the Punjab plains down to Delhi and up into the foothills above Dehradun.

In other people's words07

“Crazy good work ethic; she has always worked above and beyond on every assignment during her internship under me.”

Summana A., Content Team Lead, Devils Circuit

“Exceptional leadership and organizational skills, leading a team of 25 to 30 volunteers.”

Divya Arora, University of Delhi

Record

  • ResearchUAV and GNSS field campaigns with Emlid Reach RS3 and Trimble DAIIT Roorkee, 2026
  • PaperAssessing Water Indices for Sustainable Agriculture in Punjab6th Asian Conference on Geography, Jamia Millia Islamia, 2025
  • ProjectIndustrial units across Delhi NCT, read through NDVI, NDWI, NDBI and buffer analysisResearch project, 2025
  • CertificatesGoing Places with Spatial Analysis, GIS for Climate Action, ArcGIS ImageryEsri
  • TrainingIIRS outreach courses, and Spatial Analytical Tools trainingIIRS (ISRO), Miranda House
  • LeadershipJoint Secretary and Logistics Head, coordinating 25 to 30 volunteers for community programsPrayan Foundation, IPCW
Questions09

Asked often enough to write down.

01What GIS and remote sensing work do you do?
Spectral indices on Sentinel-2 and Landsat imagery, with buffers and zonal statistics in QGIS or ArcGIS Pro. During my IIT Roorkee internship I also did the GNSS ground control for drone surveys.
02Can you work on drone surveys and UAV mapping?
Yes, especially the ground control side. At IIT Roorkee I helped plan the flights, marked and observed control points with an Emlid Reach RS3 and a Trimble DA, and processed the photos into orthomosaics and surface models.
03What is NDVI and how do you use it?
NDVI compares how much red and near-infrared light a surface reflects. Healthy plants reflect a lot of near-infrared, so it works as a rough measure of vegetation health. I used it with NDWI on Landsat for my Punjab water-indices paper, and with NDBI on Sentinel-2 to look at land around industrial sites in Delhi NCT.
04Where are you based and are you available?
Chandigarh. I'm at Panjab University until 2027 and looking for GIS and remote-sensing roles or research internships. I take freelance projects too, remote or in North India.
Contact10

Send meyour study area.

Email me directly

jannatkhosla0401@gmail.com

Or leave a note here. It lands in my inbox.

I'm looking for GIS and remote-sensing roles and internships, and I also take on freelance and contract projects.