GIS · REMOTE SENSING · UAS · TEACHING

Michael S. Baird, EdD

M.S. GIS & Spatial Analytics · M.Ed. STEM Education

I teach remote sensing and UAS, and I use GIS to study environmental questions. This site includes my maps, imagery workflows, and project notes.

Michael Baird outdoors holding a multisensor drone beside a field-mapping display.

01 / PROFILE

Maps, imagery, and the reasoning behind them.

My background is in geology, science education, GIS, and aviation. I built this portfolio to show the work itself and explain what data I used, how I handled it, what I checked, and where the results have limits.

02 / TEACHING

GIS and remote sensing instruction

I teach UAS 201: Sensors and Remote Sensing at Sonoran Desert Institute. The course connects sensor characteristics, imagery, GIS, photogrammetry, aviation, and mission planning for adult learners in an online program.

My teaching background includes online and classroom science instruction, curriculum and assessment design, and course work in Canvas, Coursera, Moodle, and Blackboard. I am especially interested in teaching introductory GIS, remote sensing, environmental GIS, UAS mapping, and cartography.

03 / SELECTED WORK

Projects

Selected GIS, remote-sensing, and web-mapping work with project context and interactive ArcGIS links.

Brevard County digital elevation model map.Brevard County land-cover classification map.
Brevard County · Elevation and land cover

Environmental GIS · Remote sensing

Brevard County Elevation & Land Cover

Two maps show Brevard County's elevation pattern and Landsat-derived land-cover classes, with attention to source resolution, classification, and cartographic design.

Methods and data

ArcGIS Pro · Landsat-derived land-cover data · Raster interpretation · Digital elevation model · Class-based symbology · Cartography

Explore the project
Side-by-side Landsat land-surface temperature maps of Brevard County from February 2009 and February 2025.
Brevard County · Surface temperature

Landsat · Thermal remote sensing

Brevard County Surface Temperature Comparison

Landsat 7 and Landsat 9 surface-temperature maps from February 2009 and February 2025 displayed on the same scale, with the limits of a two-date comparison clearly identified.

Methods and data

Landsat 7 · Landsat 9 · Land-surface temperature · Thermal raster analysis · Temporal comparison · Cartography · QA/QC

Explore the comparison
Side-by-side interpolated dissolved oxygen maps of Chesapeake Bay for 2015 and 2025.
Chesapeake Bay · Dissolved oxygen

Environmental GIS · Water quality

Chesapeake Bay Dissolved Oxygen Comparison

I used supplied monitoring observations to build comparable dissolved-oxygen surfaces for Chesapeake Bay in 2015 and 2025.

Methods and contribution

Supplied water-quality data · Data preparation · Spatial interpolation · Raster comparison · Environmental interpretation · Cartography · QA/QC

Explore the analysis
Top-down vegetation-index view of Celebration Golf Club Hole 5 from the tee complex to the green.
Hole 5 · Vegetation index

UAS · Multispectral remote sensing

Celebration Golf Club Vegetation Index Analysis

A Hole 5 project comparing NDVI, GNDVI, and OSAVI for turf inspection, irrigation checks, and field verification.

Methods

Flight planning · Multispectral imagery · NDVI · GNDVI · OSAVI · Turf-health interpretation · QA/QC

Explore the analysis
Pinellas County vulnerability map showing census tracts and nearby shelter locations.
Pinellas County · Vulnerability mapping

ArcGIS StoryMaps · Hazard vulnerability

Hurricane Disaster Vulnerability in Pinellas County, Florida

I combined FEMA flood zones, social vulnerability, population, shelters, walking access, and evacuation routes in an ArcGIS StoryMap about hurricane evacuation barriers.

Methods and data

ArcGIS StoryMaps · ArcGIS Online · FEMA flood data · Social Vulnerability Index · Network accessibility · Public-facing GIS communication

Explore the StoryMap
Python-generated Brevard County map of paired-pixel Landsat surface-temperature differences with workflow summary statistics.
Brevard County · Automated raster difference

Python · Geospatial automation

Automated Landsat Raster Difference Workflow

A Python script searches, quality-masks, mosaics, aligns, compares, and summarizes Landsat Collection 2 surface-temperature rasters for Brevard County.

Workflow

Python · Rasterio · NumPy · STAC API · Cloud-optimized GeoTIFFs · QA bit masking · Reprojection · Raster differencing · Automated reporting

Explore the workflow

04 / EDUCATION

Learning experiences grounded in geospatial practice.

Portfolio-ready curriculum that connects environmental science, remote sensing, UAS technology, data analysis, and responsible scientific communication.

Simulated wetland NDVI map used in the drone remote-sensing instructional unit.
Interactive wetland investigation · Simulated learning dataset

10-DAY INSTRUCTIONAL UNIT · AP ENVIRONMENTAL SCIENCE + UNDERGRADUATE

Introduction to Drone Remote Sensing for Environmental Science

A complete mini-course with standards, measurable objectives, daily lessons, student activities, formative and summative assessments, answer keys, a capstone, rubric, accommodations, and downloadable teaching materials.

  • Works without access to a drone
  • Includes an interactive image-and-data investigation
  • Separates spectral evidence from field-verified conclusions
Explore the instructional unit

05 / CAPABILITIES

Teaching, tools, and methods

06 / ABOUT

How my background fits together

Geology taught me to read landscapes, aviation taught me to plan carefully, and education taught me to explain technical ideas clearly. I hold an M.S. in GIS and Spatial Analytics, an Ed.D. in Curriculum and Instruction, an M.Ed. in Curriculum and Instruction — STEM, and a B.S. in Geology.

I bring those perspectives together when I analyze imagery, design maps, check data, or help students understand how geospatial evidence should be interpreted.

07 / CONTACT

Interested in GIS, remote sensing, or teaching?

I am available to discuss GIS and remote-sensing instruction, UAS, environmental mapping, cartography, and geospatial data quality.

michaelbairdgis@gmail.com