GEOWAVE
The Geospatial Wave
The Geospatial Wave · the science of interdependence

The world is not a list of places.
It is a web of dependencies.

Bound by mathematics and dimension. A watershed, a city, a climate, a supply chain — none are isolated things; each is a structure of relationships across space and time. The science of measuring, modeling, and reasoning about that structure is the oldest rigorous discipline there is — and the one the machine age forgets. GEOWAVE teaches it whole.

Read it and you understand the world. Build with it and you change it. GEOWAVE awakens spatial reasoning — the intelligence the machine age can't replace.

Mission · Vision

A world that can read its own dependencies

We are building the means to teach spatial reasoning to everyone who shapes the world — students, builders, and decision-makers — so a connected planet is understood and engineered with rigor, not guessed at. From a child's first map to a professional's hardest call, GEOWAVE makes the invisible structure of relationships visible, measurable, and yours to work with.

Mission · The Wisconsin Idea

Knowledge in service of the world

We hold to the Wisconsin Idea: that education must serve the local, the regional, the national, and the global good. GEOWAVE carries spatial knowledge beyond the classroom — into communities, industries, and the hands of the people who will steward a connected world. Learning that doesn't stay in the lecture hall, but reaches the places that need it.

Mission · Philosophy

There is no teaching — only helping someone learn

Our pedagogy is older than our technology. A teacher's work is not to deliver points, but to help a mind learn — and real understanding happens by thinking together, not by being told. GEOWAVE is built to create the shared context where learning actually happens: a provocation, a held tension, and the moment a student assembles the insight themselves. We don't fill heads — we light them.

Mission · Lineage

A discipline, carried forward

The rigor GEOWAVE teaches was forged in a deep engineering tradition — geodesy, measurement, the foundations of spatial reality — and carried to our founder by his teacher, Professor Alan P. Vonderohe, at the University of Wisconsin–Madison. Much of that program has since vanished from public view. GEOWAVE does not reproduce it; it carries it a generation forward, into the AI age.

The Platform

A spatially-enabled LMS

A full learning-management system with geography in its core — lectures, labs, grading, a live map, and real computation in one place. Everything a course needs, and the one thing no other LMS has: the map is part of the lesson.

← On the left — live global imagery under the matrix-intelligence layer: the planet, read as a web of relationships.

GEOWAVEMaps · Slides · Labs · Datasets
Grand Canyon
Live global imagery
Platform · The LMS

Everything a course needs

Build a course, deliver lectures and readings, assign and collect labs, run the midterm and final — and grade it all in a live gradebook the student sees in real time. Rubrics, curves, and progress, end to end.

← On the left — the gradebook and this week's readings, exactly as an instructor works them.

GEOWAVEGradebook · Readings · Labs
This week  ·  Reading: Geodetic Foundations §3  ·  Lab 8: terrain classification — due Fri
StudentLab 7Lab 8FinalGrade
Rivera, A.969294A
Chen, M.889086A−
testucr · you91B+
Okafor, J.798481B
Singh, P.858883B+
Müller, L.727674C+
Platform · Spatially Enabled

Where the map is the lesson

The one thing no other LMS can do: geography in the core. Bring in spatial datasets, render them as live layers, classify and style them, and let students explore and build on a real map canvas — every concept a living map, not a static slide.

GEOWAVEMap canvas · Layers · Query
Live spatial canvas
Platform · In the Browser

Real computation, nothing to install

Behind every lab runs a full server-side spatial stack. Students write and run real geospatial code in mapR — our spatial R editor — or in Python, fit models, and produce results, all in the browser, on any device. No setup, no licenses, no install.

← On the left — write, hit Run, get real output. The wall between learning about and doing disappears.

GEOWAVEmapR · console · plots
Lab · build a terrain surface, then classify it
# mapR — spatial R, in the browser
library(sf)
dem <- read_layer("inland_dem")
slp <- terrain_slope(dem)
slp <- classify(slp, breaks = "jenks")
summary(slp)
▶ Runserver-side · no install
→ slope classified · method = jenks · n = 5 class range(°) cells 1 0.0 – 3.2 8104 2 3.2 – 7.9 12970 3 7.9 – 14.1 9533 4 14.1 – 23.6 4612 5 23.6 – 41.8 1188 ✓ layer rendered to map canvas
Platform · Geosage

It teaches by asking

Geosage is the teaching layer built into the platform — a guide, not an oracle. When a student is wrestling with a concept, it doesn't hand over the answer; it returns the question that opens their thinking, and lets them arrive there themselves. Where other AI answers for the student and quietly weakens them, Geosage makes them stronger for having used it.

← On the left — a real exchange, the way it actually runs.

G
Geosagehelping you think and deliver answers yourself
The Program · Learning model

From first spark to real contribution

GEOWAVE isn't a syllabus to get through — it's an arc that grows the learner, from a child's first map to a professional's hardest call. Built on one conviction: there is no teaching, only helping someone learn — and learning happens by thinking together. Each learner is carried up through five aspects.

1

Enthusiasm

It begins with wanting to know. We light the curiosity that makes everything after it possible.

2

Imagination

Seeing what isn't on the map yet — picturing relationships and possibilities before measuring them.

3

Knowledge

The discipline's hard-won rigor — concepts and methods, arrived at together, not handed over.

4

Creativity

Putting knowledge to work on the unsolved — combining ideas and tools in ways no one has tried.

5

Productivity

Understanding that does real work — analyses, maps, and decisions that change the world.

The Program · Five stages

Five stages, from first course to professional practice

Every learner moves through the same five, with evidence to show at each.

1
Learn
Credentials earned
2
Think
Reasoning measured on entry and exit
3
Build
A portfolio of working products
4
Solve
Work a real client accepts
5
Practice
Residency, placement or a venture

Why thinking matters: peer-reviewed brain-imaging research found that a year of geospatial learning changed how students reason, and the gains carried into verbal reasoning. Science Advances, 2022

The Program · The spine

Ten courses, three credentials

One spine carries every learner, whichever door they come through.

Foundation

1Spatial & Decision Intelligence
2The GOS™ and Real Objectives
Foundation Certificate

Core

3Frames & Reference
4Data Systems
5Observation
6Analytics & GeoAI
7Intelligence Products
Certified Intelligence Associate

Professional Practice

8Applied Operations
9Capstone
10Residency
Certified Intelligence Practitioner

Learn in the Foundation · Think and Build in the Core · Solve and Practice in Professional Practice

The Program · Two routes

Two routes, the same credentials

Professionals take the spine as it stands. Institutions add depth, and award their own degrees.

Professional

Students enrolling directly, officers and industry teams

Foundation CertificateTwo months
Certified Intelligence AssociateSix months
Certified Intelligence PractitionerOne year, with residency

Institution

Credit-bearing, and awarded by the institution

MinorCourses 1 to 7
PG DiplomaAll ten, and four base courses
Master'sAll ten, twelve base courses and a thesis

Multiple entry and exit, as NEP 2020 intends.

The Program · Delivery

Delivered to fit each partner

Three ways to begin, and a teaching path that ends with the partner's own faculty in charge.

Launch

Two days on campus, and a first cohort chosen

Cohort

Courses 1 to 7, taught live over six months

Seats

Courses inside the university's own degrees

Mapsol-ledFirst semester
Co-taughtSecond semester
Faculty-ledFrom the third

Sections of forty or fewer · in person on agreed milestones, online in between

Curriculum · Context

Context · Frameworks

How we know where things are — measurement, geodesy, and the foundations of spatial reality.

3
Frames & ReferenceCoordinates, boundaries, surveys and calendarsThe core course on the spine
Measurement & ErrorsHow we know — and how wrong.
Our Model of RealityTurning the world into data.
Geodetic FoundationsThe shape of the Earth, exactly.
The Space / Time ComplexWhere and when, inseparable.
Spatial ThinkingReasoning in relationships.
Spatial AdjustmentsLeast squares — the honest fit.
1
2
Foundation
3
4
5
6
7
Core
8
9
10
Professional Practice

Thirty base courses today, and more as the discipline grows. + Designed for geospatial (GEO) classes — but GEOWAVE runs as a pure LMS too, customizable for any course.

Curriculum · Concept

Concept · Models

Turning the world into digital form — vectors, images, databases, and their limits.

4
Data SystemsThe working databases of a placeThe core course on the spine
Digital Constructs & LimitsWhat a model can't hold.
Digital Vector ModelsPoints, lines, polygons, meaning.
Digital Image ProcessingThe pixel as evidence.
Spatial DatabasesGeography that scales.
Spatial QueryingAsking the map questions.
1
2
Foundation
3
4
5
6
7
Core
8
9
10
Professional Practice

Thirty base courses today, and more as the discipline grows.

Curriculum · Observation

Observation · Data

Acquiring the world — photogrammetry, remote sensing, satellites, and field measurement.

5
ObservationField, sensor and satellite data, brought togetherThe core course on the spine
PhotogrammetryMeasurement from imagery.
Remote Sensing AlgorithmsReading the planet from orbit.
Satellite SystemsThe eyes above.
Terrestrial Data CollectionGround truth, gathered.
Data SamplingThe part that speaks for the whole.
Terrain & SoilsThe ground beneath the model.
Under the SurfaceGeology, geophysics, hydrogeology.
Environmental BiophysicsEnergy, water, and life in place.
1
2
Foundation
3
4
5
6
7
Core
8
9
10
Professional Practice

Thirty base courses today, and more as the discipline grows.

Curriculum · Purpose

Purpose · Analysis

Operating on space — computation, interpolation, analysis, and optimization.

6
Analytics & GeoAIModels and estimates with stated uncertaintyThe core course on the spine
Spatial OperationsAnalog and digital, side by side.
Geocomputation & FractalsThe math of rough worlds.
Spatial InterpolationFilling the gaps, rigorously.
Spatial AnalysisPattern, process, inference.
Geospatial OptimizationThe best decision in space.
Water Movement AnalysisWhere the water goes.
1
2
Foundation
3
4
5
6
7
Core
8
9
10
Professional Practice

Thirty base courses today, and more as the discipline grows.

Curriculum · Awareness

Awareness · Answers

From analysis to insight — statistics, AI, communication, and engineered solutions.

7
Intelligence ProductsDashboards, advisories and briefs people act onThe core course on the spine
Spatial StatisticsUncertainty, made explicit.
Geospatial AI & MLLearning from the landscape.
Cartography & CommunicationThe map as an argument.
Geospatial Solution EngineeringFrom analysis to built system.
Geospatial Ethics & UncertaintyHonesty in spatial claims.
1
2
Foundation
3
4
5
6
7
Core
8
9
10
Professional Practice

Thirty base courses today, and more as the discipline grows.

Career Pathways · Universities

A flagship program on campus

Geowave™ runs inside the university, from a first cohort to a Master's, and becomes its own.

  • A launch, and a first cohort in the first term
  • Courses approved as a minor, a diploma or a Master's
  • Four faculty certified to teach
  • Reasoning measured for every cohort
  • A showcase of students' work each year
Career Pathways · Students

A credential, a portfolio, a paid start

Enroll directly or through your university, work on real problems, and step into practice.

  • Foundation Certificate in two months
  • Certified Intelligence Associate in six
  • Certified Intelligence Practitioner in a year
  • The strongest are paid to practice on live client work
  • Careers in government, industry, research, or a venture of your own
Career Pathways · Faculty

Certified to teach Geowave™

Teachers learn the program alongside their students, teach it with Mapsol, and then carry it.

  • Nominate · four per campus
  • Learn · alongside the first cohort
  • Certify · a week in person, a portfolio, and their students' outcomes
  • Renew · two days online each year

Over time, graduates return as instructors.

Career Pathways · Government

Officers who decide with spatial evidence

Professional training for departments, built on their own problems and their own data.

  • Cohorts for officers, on the professional route
  • A real departmental problem as the capstone
  • People trained to run the solution afterwards

Potholes

Potholes aren't bad luck. They're predictable from where water pools.

Predict which road segments will fail, and fix them before they open.

Career Pathways · Industry

Teams that build and run spatial solutions

Professional training for companies, and first access to practitioners who have already shipped real work.

  • Cohorts for staff, on the professional route
  • Your problem as a live project or capstone
  • A first look at Geowave™ residents and graduates

Cyclesmart™

A product's afterlife isn't trash. It's a mapped resource, routed back into value.

Waste, logistics and facility siting, joined up to route material back into use.

GEOWAVE Live Webinar · You're Invited

A platform that helps you teach —
and learns with you.

An AI‑powered Learning Management System — graphics, maps, coding, lectures & more, with spatial visualization & analysis built in.

Join Dr. Kiran Manchikanti for a live walkthrough of GEOWAVE — see it built, and see it teach.

DateTuesday, July 7
Time10:00 AM PT
WhereOnline live
For every classroom
  • A complete LMS — any discipline. Lectures, labs, grading, and Geosage, an AI tutor that teaches by asking, not answering.
  • Real computation in the browser. R & Python with nothing to install or license — for any quantitative course.
  • Spatially-enabled when you need it. When the course is spatial, the map becomes the lesson — live from UCR · STAT 150.
Reserve your seat →
Dr. Kiran Manchikanti
Founder, Mapsol Geo  ·  Adjunct Professor, UCR
geowave.mapsolgeo.com
Reserve your seat
GEOWAVE · Live Webinar — Tuesday, July 7 · 10:00 AM PT
Webinar Archive

Past Sessions & Recordings

Missed a live session? Browse our archive of previous webinars and walkthroughs of the GEOWAVE platform and tools.