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Kchaitanya30/README.md

Krishna C. Mummadi

Geospatial Analysis • Remote Sensing • Earth Observation • GeoIntelligence
M.S. GIS @ UMBC | GeoAI & Environmental Applications | MTIP Grant Fellow

LinkedIn Portfolio Email


About Me

I am a graduate student in Geographic Information Systems (GIS) at the University of Maryland Baltimore County (GPA: 3.82), with a research focus on Earth observation, remote sensing, and geospatial analysis. My work centers on using satellite imagery, spatial data, and reproducible workflows to study environmental and socio-environmental processes.

I am particularly interested in applying computational methods, Geospatial AI, and programming automation to analyze large geospatial datasets and support research in environmental monitoring and urban planning.


🛰️ Focus Areas

  • Earth Observation & Satellite Imagery Analysis (Hyperspectral, LiDAR, PACE, GEDI)
  • Land Use / Land Cover (LULC) Classification
  • Environmental & Socio-Environmental Applications
  • Geospatial AI & LLM Integration with GIS Workflows
  • Urban Climate Vulnerability & Environmental Justice
  • OSINT / Visual Intelligence (VISINT) & Geospatial Intelligence (GEOINT)
  • Reproducible Geospatial Workflows (Quarto, R Markdown, PostGIS)

🗺️ Projects

Project Tools Links
Baltimore Climate Vulnerability Index ArcGIS Online, Leaflet.js, JavaScript, FEMA NFHL, NLCD 🗺 Live Map · 📖 StoryMap
Gulf Hypoxia Zones Assessment Python, Jupyter, NASA PACE Satellite Data GitHub
Green Space Accessibility & Demographics R, OpenRouteService, ggplot2, Leaflet GitHub
Transit Accessibility of New Residential Development R, Quarto, PostgreSQL/PostGIS GitHub
Spatial Analysis on Baltimore Vacant Properties R, ArcGIS, PostGIS GitHub
GeoAI & LLM Experiments R, Python, Generative AI Ongoing

💼 Experience

GIS FellowAGU Thriving Earth Exchange · Baltimore Green Justice Workers Cooperative Jun 2025 – Present
Coordinate GIS analysis for 12 Baltimore-based climate organizations; produce StoryMaps, infographics, and GIS workshops for community capacity building. Supported by MTIP Grant.

Graduate Research Assistant – Geospatial AI & LLMUMBC Sep 2025 – Present
Developing a workshop on Geospatial Analysis with Generative AI, integrating LLM-based tools with R, Quarto, and GIS workflows.

Graduate Research Assistant – Housing & PolicingUMBC Nov 2024 – Present
GIS-based research using ArcGIS and NVivo for spatial and thematic analysis on urban housing interfaces.

GIS Mapping & Data InternAmerican Dog Society, New York, NY Feb 2025 – May 2025
Built interactive web maps using JavaScript, HTML, and ArcGIS Online; analyzed geospatial data on pet facilities using Python.

GIS Senior Process ExecutiveInfosys, Hyderabad, India Apr 2022 – Aug 2024
Developed Python automation tools reducing GIS processing by 40%; led QA/QC on Apple Maps POI data. (I-Star Incentive Award, 2023)

GIS Data AnalystPure Earth Foundation, Hyderabad, India Aug 2020 – Feb 2021
GPS surveys for forest land claims; led a team of 20 surveyors, improving field accuracy by 25%.


🛠️ Tools & Skills

Programming & Analysis: Python (Arcpy, Pandas) · R · MATLAB · JavaScript · HTML/CSS · C/C++

GIS & Remote Sensing: ArcGIS Pro & Online · QGIS · Google Earth Engine · ENVI · Pix4DMapper · GEDI · Hyperspectral Data · ESRI Field Maps · Leaflet · AutoCAD

Data & Workflows: PostgreSQL/PostGIS · Jupyter Notebooks · Git · NVivo · Quarto · raster · sf · terra · tidyverse · netCDF/HDF


🎓 Education & Certifications

M.S. Geographic Information Systems — University of Maryland Baltimore County (May 2026, GPA 3.82)
Focus: Spatial Dataset Development, Remote Sensing Applications, Satellite Image Analysis, Critical & Ethical Mapping

B.Tech Urban & Regional Planning — Jawaharlal Nehru Architecture and Fine Arts University, India (May 2020)
Focus: Remote Sensing, AutoCAD, Spatial Data Analysis, Surveying, Photogrammetry

Certifications:

  • 🛰️ NASA ARSET — Hyperspectral Data for Land Cover Applications
  • 🔍 Brandefense Academy — OSINT: Visual Intelligence (VISINT) & Geospatial Intelligence (GEOINT) (Apr 2026)
  • 📜 C.E.D. — Advanced Certificate in Geoinformatics
  • 🗺️ QGIS Training — Central University of Karnataka

🏆 Recognition & Leadership

  • 🏅 MTIP Grant Recipient — Supporting GIS fellowship at Baltimore Green Justice Workers Cooperative
  • 🏆 I-Star Incentive Award (2023) — Outstanding contributions at Infosys
  • 🎤 Workshop Presenter (Apr 2026) — Geospatial Analysis & GeoAI Integration · StoryMap · Live Map
  • 🎓 Vice President — ASPRS UMBC Student Chapter
  • 🤝 Student Member — Maryland Society of Surveyors & American Planning Association

Conferences: Esri FedGIS (Feb 2026) · FISH PACE Hackweek (Jan 2026) · TUGIS (Aug 2025)


🔭 Research Direction

I am preparing for doctoral study or research-focused roles in geospatial science, with an emphasis on remote sensing applications, environmental change analysis, and the integration of computational and AI-assisted methods in GIS research.


📬 Reach me at mt68291@umbc.edu · LinkedIn · Portfolio

Popular repositories Loading

  1. Green-Space-Accessibility-Baltimore Green-Space-Accessibility-Baltimore Public

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  2. Critical-and-Ethical-Aspects-of-Mapping-Projects Critical-and-Ethical-Aspects-of-Mapping-Projects Public

  3. dog-map-data dog-map-data Public

  4. PACE-Satellite-Imagery-Analysis PACE-Satellite-Imagery-Analysis Public

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  5. Montgomery-Transit-Accessibility-to-New-Residential-Areas Montgomery-Transit-Accessibility-to-New-Residential-Areas Public

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  6. Public-and-Crowdsourced-Spatial-Data-Projects Public-and-Crowdsourced-Spatial-Data-Projects Public

    In this repository, I will be sharing the projects I have done in the semester. This course is specifically use open data.

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