Go From GIS Analyst to Spatial Architect in 12 Weeks

Build a portfolio of modern spatial system blueprints and pipelines, then get 12 months of coaching and support to turn that portfolio into your next role.

MGx is a career accelerator for GIS professionals who want to design how spatial data is stored, processed, and delivered at scale, without needing to become a full-time software engineer.

Apply for January 2026 Cohort
THE JOB IS CHANGING

This isn’t a skills upgrade. It’s a role upgrade.

Most GIS roles are still evaluated by outputs. Maps, layers, tickets, requests.

Modern teams are increasingly evaluated by systems. Pipelines, reuse, performance, cost, reliability, decision impact.

The people who can design the system become high-leverage. Everyone else stays stuck executing inside tools.

A Spatial Architect is the person who designs the spatial system

You can:

- Map the full workflow from ingestion to decision
- Choose the right storage and processing patterns
- Explain trade-offs clearly, cost, speed, reliability
- Communicate with engineers and executives without getting lost

You are no longer just running workflows. You are defining them.

WHAT A SPATIAL ARCHITECT IS
THE PROMISE

The Triple Threat Mechanism

Most programs teach you a tool. MGx builds a system.

We teach the three capabilities modern geospatial roles demand: architecture, engineering, and business strategy in one integrated workflow. No university, bootcamp, or certification combines these.

By the end of 12 weeks, you will have:

Apply to the 2026 Cohort

Design the System

An Architecture Portfolio: System diagrams, trade-offs, and decision rationale.

ARCHITECTURE

Build the Pipeline

A working pipeline project (template-driven). A real repo you can demo, explain, and iterate on.

PIPELINES

Sell the Value

You learn to translate technical metrics into business ROI, positioning yourself as a leader, not a help-desk ticket.

STRATEGY

The Plan

A validated Role Roadmap: Target roles, target companies, gap plan, interview strategy.

ROADMAP

Message your Value

A portfolio walkthrough + interview narrative: So your work translates into offers, not just "cool projects."

CONFIDENCE

Then you get 12 months of coaching to convert those assets into promotions, transitions, and offers.

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•THE ROLE TRANSFORMATION

Break out of the technician trap and step into roles paying $120K–$180K+

 

The industry is shifting from traditional GIS roles into technical hybrid roles that didn’t exist 5–10 years ago.

Companies are hiring for these roles now, but very few people have the training to fit them.

The highest-value roles are no longer GIS Analyst or Specialist.

These are strategic leadership roles, not production roles.

And they come with six-figure salaries and a completely different level of influence.

Apply to the 2026 Cohort

Before (Current Role / Mindset)

  • You are a GIS Analyst or GIS Developer whose work is limited to running workflows or processing spatial data.
  • You’re mainly working within tools, not on system design.
  • Your voice is technical and focused on maps, not architecture or business outcomes.

After (New Role / Mindset)

  • You become a Spatial Solutions Architect who designs end-to-end spatial systems: data ingestion, storage, compute, AI integration, and delivery to decision-makers.
  • You’re consulted by leadership on architecture, scalability, and cost trade-offs.
  • You have a seat at the table where strategy and spatial systems meet.

Salary & Role Data:

  • A “GIS Architect” average salary: approx $152,092/year in the U.S. (ZipRecruiter)

Before

  • You are a GIS or spatial data contributor whose focus is execution rather than shaping product.
  • You’re adding value, but your role is reactive: you respond to requests rather than guide decisions.
  • Your connection to business outcomes and strategic data product thinking is weak or absent.

After

  • You become a Technical Product & Strategy Lead – Geospatial, bridging spatial systems, business outcomes, and AI.
  • You define product roadmaps for spatial systems, integrate ML/AI, and communicate your value up and across the organization.
  • You sit in leadership conversations around “How do we use spatial data as a product?” not just “How do we run this map?”

Salary & Role Data:

  • While specific geospatial product lead salaries are less documented, analogous “data product managers / technical product managers” are in the $120K‐$200K+ range.

Before

  • You’re a GIS specialist or junior developer handling spatial tasks but not infrastructure or system scalability.
  • Your role is “use the tools” rather than “architect the stack”.
  • You’re comfortable technically but rarely engage with cloud/data engineering or AI.

After

  • You become a Geospatial Data Engineer / Spatial Engineered Lead, owning the pipelines and infrastructure: cloud storage, distributed compute, ETL, spatial ML workflows.
  • You work across teams (GIS, data engineering, product) and present & validate spatial system performance and architecture.
  • You influence what tools, formats, and systems a company uses for geospatial data.

Salary & Role Data:

  • “Spatial Engineering” average salary: approx $94,924/year in the U.S., 50th percentile. (ZipRecruiter

How it works

Who you become during MGx

By the end of the program and support year, you will think and operate like a:

Spatial Architect

  • You see across systems.

  • You understand how data moves, scales, and integrates.

  • You design architecture, not maps.

Spatial Engineer

  • You can build pipelines, deploy systems, and optimize workflows with cloud-native tools.

  • You understand compute, cost, and performance trade-offs.

Strategic Operator

  • Translate technical decisions into business value

  • Lead conversations with engineers & executives

  • Build data products, not just deliver shapefiles

Become a high-value candidate

You graduate ready for the modern spatial roles that didn’t have a training path until now roles with salary bands from $120K–$180K+.

Apply to the 2026 Cohort

Make the leap

This is a full identity shift from “GIS practitioner” to modern geospatial leader.
The Demand & The Gap

Why you can't learn this anywhere else.

The "University Lag": Top tier Master's programs (USC, Penn State, JHU) are still teaching curriculum designed 5 years ago.

Compare Top Programs

USC offers one of the most prestigious GIST programs in the United States. However, a review of their 2024-2025 curriculum reveals a program firmly rooted in the "Old World."

  • Curriculum Audit:

    • SSCI 581 (Concepts) & 587 (Data Acquisition): These courses focus on GPS, remote sensing basics, and "spatial thinking". While foundational, they are abstract and do not cover the engineering realities of modern data stacks. 

    • SSCI 582 (Spatial Databases): While this covers databases, it typically focuses on traditional relational databases (PostgreSQL/PostGIS) or Esri’s proprietary Geodatabase model. There is no mention of Cloud Data Warehouses (Snowflake/BigQuery) or Open Table Formats (Iceberg). The student learns to manage a database on a single server, not a distributed lakehouse.  

    • SSCI 586 (GIS Programming): This course focuses on Python, but in the context of "customizing GIS software" (i.e., ArcPy for ArcGIS Pro) rather than building standalone cloud pipelines or using PySpark. The goal is to automate the desktop, not architect the cloud.  

    • Tracks: The "Spatial Computing" track mentions "Web and Mobile GIS" (SSCI 591), which implies building web maps using standard servers, not architecting backend data lakes.   

  • The Verdict: USC produces excellent GIS Analysts and Project Managers. It does not produce Spatial Data Engineers. A graduate would understand how to design a database schema, but not how to optimize a Z-order curve for a GeoParquet file in an S3 bucket a skill that can save a company thousands of dollars in cloud costs and is therefore highly valued.

Penn State’s program is another industry heavyweight, but it suffers from extreme "Vendor Lock-in."

  • Curriculum Audit:

    • GEOG 482/483: These foundation courses are heavily tied to the Esri ecosystem ("Making Maps That Matter with GIS"). The curriculum is designed to create proficiency in a specific commercial software suite, rather than general engineering principles.  

    • GEOG 885 (Analytical Methods and GEOAI): While this sounds modern, the tool list is telling: "ArcGIS, ArcGIS Online, ArcGIS Story Maps". The "AI" component is often limited to pre-packaged tools within the vendor suite, not building custom models on cloud infrastructure.  

    • Cloud Exposure: References to "Amazon Web Services" appear in GEOG 883 (Remote Sensing), but primarily for image storage/access, not for architecting the compute layer using tools like Sedona or Trino.  

  • The Verdict: Penn State trains students to be power users of the Esri ecosystem. While valuable for government roles, it does not unlock the high-salary private sector roles that demand open-source, cloud-native fluency. The graduate is tethered to a licensing ecosystem, limiting their career mobility in the tech sector

JHU’s program leans heavily towards intelligence and government applications, reflecting its proximity to the defense sector.

  • Curriculum Audit:

    • Focus Areas: "Geospatial Intelligence," "GIS for Emergency Management". These are domain-specific applications, not engineering fundamentals.  

    • Technology: Courses like "AS.430.606 Programming in GIS" and "AS.430.600 Web GIS" follow the standard pattern: Python scripting for desktop tools and Javascript for web viewers.  

    • Big Data: There is a course "AS.430.615 Big Data Analytics," but without the specific modern stack (Iceberg/Sedona), it likely focuses on general concepts (Hadoop/MapReduce legacy) rather than the cutting-edge cloud-native tools released in 2024/2025.  

  • The Verdict: JHU is excellent for the public sector but lacks the agility to teach the bleeding-edge stack required for modern commercial spatial data engineering. The curriculum is optimized for the analyst sitting in a secure facility, not the engineer building the next Uber or DoorDash.

The Reality

Universities literally cannot teach this content yet. Their accreditation cycles take 2–3 years. By the time they add this to the syllabus, the industry will have moved on.
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The "Bootcamp Generalist" Trap

General Assembly and Springboard teach generic Data Science. They ignore Spatial SQL, Coordinate Systems, and GeoParquet. You graduate knowing how to predict churn, but failing a basic spatial join interview.

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WHO THIS IS FOR

MGx is for you if:

  • You have GIS experience and feel capped by production work
  • You want to move into higher-impact roles with more influence
  • You are willing to learn practical SQL and Python, not at an engineer depth, but enough to build and explain real systems
  • You want a clear path, feedback, and a portfolio that matches how modern teams hire

MGx is not for you if:

  • You want a click-along software tutorial
  • You are unwilling to touch code at all
  • You only want information, not execution
The MGx Method

Why MGx works

Most programs teach tools. MGx trains you to operate in the three capabilities modern spatial roles actually require:

Architecture
Design the system, diagram it, defend the trade-offs.

Engineering (practical level)
Build a working pipeline using templates and patterns.

Strategy
Translate technical decisions into business value and ROI.

This is what makes you promotable and hireable. Not another tool certificate.

How it works

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Weeks 1 to 4: Build the core system

  • Your first architecture blueprint

  • Your first pipeline repo

  • Modern spatial formats and storage patterns

  • How to make choices that scale

Weeks 5 to 8: Make it credible and reusable

  • Performance and cost trade-offs

  • Delivery patterns (tiles, APIs, dashboards)

  • AI integration patterns (where it helps, where it doesn’t)

  • Portfolio review and iteration loops

Weeks 9 to 12: Specialize and polish

Choose one track for your final project and interview positioning: 

 

Architect Track
Design the end-to-end spatial system and present it like a lead.

Engineer Track
Go deeper on pipelines, performance, and operational thinking.

Product and Strategy Track
Turn spatial capability into roadmaps, decision memos, and executive narratives.

Ongoing Coaching

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Full-Year Spatial Lab Membership

Monthly workshops, job board, community of 1,000+ professionals, continued learning.

Direct Access to Matt

Via video, voice, and DMs for 12 months. Real-time feedback when you’re interviewing or negotiating, or just to get feedback.


Monthly Alumni Coaching Calls

Real-world challenges, interview prep, and strategy sessions.

Monthly Co-Working Sessions

Accountability, application reviews, and problem-solving support.


What you will actually learn

You will work with modern tools and patterns used across the industry, including:

- Spatial SQL and practical Python

- Cloud storage and open formats (GeoParquet and related patterns)

- Orchestration and pipeline thinking

- Cost, performance, and scaling trade-offs

- AI-enabled spatial workflows at a practical level

You do not need to master every tool. You need to build a portfolio and learn how to think and communicate like the system owner.

Apply to the 2026 Cohort
The Guarantee

The career breakthrough guarantee

If you complete the program deliverables and participate in the review checkpoints, and you do not walk away with:

  • A hire-ready Architecture Portfolio

  • A validated Role Roadmap

  • The ability to present and defend your system design in interviews

I will continue coaching you until you do.

Find out more
  • Spatial Solutions Architect
  • Geospatial Data Engineer
  • Geospatial Technical Product and Strategy Lead
  • Geospatial Product Owner
  • Location Intelligence Lead
Get started

What happens next

01

Apply

Fill out the short application to confirm fit

02

Book a clarity call

A 15-minute chat with Matt to align your goals and track.

03

Get accepted

Secure one of 15 cohort seats for February 2026.

04

Start your transformation

And begin building your new career path.

March 2026 Founding Cohort

Cohort start: March 3, 2026

Kickoff: Week of Feb 23

Seats: 15 (limited to maintain direct feedback)

Pricing

$3,997 pay in full

Payment plan available

Seats are reviewed and accepted in order of applications. 

Hi, I’m Matt Forrest

I built MGx because I’ve watched too many talented GIS professionals get stuck doing low-leverage work while the industry moves toward cloud systems, data engineering, and AI-enabled workflows.

I spent 9 years at CARTO helping enterprise teams move spatial workflows to the cloud. Today I’m a Director at Wherobots, working with the teams building the future of cloud-native spatial compute.

MGx is the bridge I wish I had earlier in my career.

We've got answers

Common questions you might be having

MGx is a 12-week intensive program with a full year of ongoing coaching and support.


You learn the full modern spatial stack, complete architect-level portfolio projects, specialize into one of three high-value roles, and get coached through interviews, offers, and your first 90 days in a new position.

It is not a course. It is a career transformation program.

No.
You need basic comfort with Python or SQL, but you do not need to be advanced.

The program gives you:

  • Patterns to follow

  • Copyable code templates

  • Modern spatial SQL basics

  • Cloud workflows explained visually

  • Hands-on projects that start simple and scale

You do not need to be an engineer to become an architect or product strategist.
You need clarity, patterns, and guided practice.

MGx gives you that.

MGx is built for GIS professionals who want to move beyond technician or analyst positions and step into higher value roles such as Spatial Architect, Geospatial Data Engineer, or Geo Product and Strategy Lead.

It is for people who want:

  • A clear path into modern GIS

  • Skills that are relevant in cloud and AI workflows

  • A strategic role with more influence

  • A salary increase that reflects their impact

If you want to upskill and stay in the same role, this is not the right fit.
If you want to change your role and future, MGx is built for you.

During the 12-week intensive:
5 to 7 hours per week for video lessons, projects, and the weekly coaching call.

During the 12-month support period:
As much or as little as you need.
Most students spend 2 to 4 hours per month preparing for interviews, applying to roles, or attending alumni calls and co-working sessions.

Most common roadblocks

Still unsure? Let’s dive deep.

The Truth: MGx is not for engineers.
It’s built for GIS professionals who want to increase their technical and strategic capacity without becoming full-time coders.

Why This Isn’t a Problem:

  • We start from the GIS foundation you already have

  • You get step-by-step patterns and templates

  • You learn only what is necessary to operate at the Architect/Engineer/Product level

  • You’re supported for a full year until the skills “stick”

You don’t need to be technical now.
You become technical by doing MGx.

The Truth: Esri is one part of the ecosystem. Modern GIS is bigger than that.

Why This Isn’t a Problem:
MGx shows you how to connect Esri to:

  • Cloud-native processing

  • Database engines (Snowflake, DuckDB, Wherobots, PostGIS)

  • AI and ML pipelines

  • Open geospatial formats (GeoParquet, PMTiles, STAC)

Modern GIS doesn’t replace Esri.
It makes you more valuable inside Esri environments.

This is the skillset Esri-heavy organizations desperately lack.

The Truth: Courses teach skills.
MGx builds careers.

Why This Isn’t a Problem:
MGx includes:

  • 12 weeks of intensive transformation

  • A specialization track

  • 3 career-ready portfolio projects

  • Weekly coaching

  • A full year of direct access to Matt

  • Monthly alumni coaching

  • Weekly co-working

  • Unlimited support during interviews and negotiations

This is not a course.
This is a 15+ month career accelerator with personal, guided execution.

The Truth: Promotions and role transitions come from strategic capability, not tools.

Why This Isn’t a Problem:
MGx is built on the exact competencies leaders look for:

  • System architecture

  • Cloud data engineering

  • AI-enabled spatial workflows

  • Technical storytelling for executives

  • Product thinking

  • Designing data products

  • Decision memos and business alignment

  • Career positioning and communication

You don’t just learn tools.
You learn how to operate at the Architect / Lead / Strategist level.

This is the skillset that gets people promoted.

The Truth: Most GIS people feel this way because the modern stack seems huge.

Why This Isn’t a Problem:
MGx is structured into small, weekly transformations, not a firehose of content.

  • One major outcome per week

  • Guided structure (no guessing what to learn next)

  • Portfolio-focused so everything builds toward your role change

  • Clear milestones that make progress feel simple, not stressful

You won’t be overwhelmed you’ll be guided

The Truth: You probably don’t have extra time which is why you need a structured path.

Why This Isn’t a Problem:
MGx was designed explicitly for full-time professionals:

  • 5–7 hours per week during the 12-week intensive

  • Asynchronous video lessons

  • Weekly coaching calls that can be watched as recordings

  • A full year of support so you can move at your pace

  • Co-working sessions that double as “built-in study time”

You don’t need more time just the right system.

The Truth: Everyone falls behind in traditional courses because the support ends.

Why This Isn’t a Problem:
You get:

  • Lifetime access to content

  • Weekly call recordings

  • Asynchronous help in Slack

  • Voice-message and DM support

  • A full year of coaching until you land your role

There is no “behind.”
There is only your pace — and our job is to coach you through it.

The Truth: Most courses give information. MGx gives transformation.

Why This Isn’t a Problem:
MGx includes:

  • Weekly coaching

  • A full year of direct support

  • Real industry projects

  • Portfolio validation

  • Interview prep

  • Personal mentoring

  • Accountability through co-working

  • Offer negotiation support

You aren’t watching videos.
You’re executing real systems with real guidance.

MGx is not passive learning — it’s guided career change.

FAQs

Questions? We're glad you asked

Don't hesitate to reach out with any questions! One final note. Everything in this course are things you can learn on your own. There are no special secrets or tips or tricks. 

My goal with this course is to condense everything down to get you the skills and tools you need as fast as possible. The course takes about two weeks to complete which translates to about $10/hour based on the course price. If that is worth it to you, I look forward to seeing you inside!

Most MGx students do.
The program is designed for busy professionals.

You can:

  • Watch lessons on your own schedule

  • Attend live calls or watch recordings

  • Ask questions in the community anytime

  • Get help via voice message or DM during the week

If you can commit 5 hours a week to your future, you can complete MGx.

 

Three things:

1. It teaches the full modern spatial stack
Cloud, compute, AI, pipelines, architecture, strategy.
No GIS program offers that.

2. It focuses on role transformation
You learn to become a Spatial Architect, Data Engineer, or Product Strategist.
Not just a better analyst.

3. You get a full year of coaching
Most programs end when the content ends.
MGx supports you until you land the role and see actual career momentum.

No other program combines skills, strategy, and support like this.

Yes.
You get:

  • Monthly alumni coaching calls

  • Weekly co-working sessions

  • Direct access to Matt via voice, DM, and office hours

  • Full year Spatial Lab membership

  • Templates, frameworks, and job search tools

No upsells.
No paid add-ons.
Your support continues until you land the role or reach your next career milestone.

 

Every session is recorded and uploaded within 24 hours.

This includes:

  • Weekly coaching calls

  • Track specialization calls

  • Monthly alumni calls

Live attendance is encouraged, but not required.

Your 12 months of support begins.

This includes:

  • Alumni coaching

  • Co-working

  • DM and voice access

  • Portfolio and interview feedback

  • Strategy help

  • Job targeting support

  • Negotiation guidance

  • First 90 days coaching if you land a new role

You are not left to figure things out alone.

You can message Matt inside the community with:

  • Voice messages

  • Typed questions

  • Links to job descriptions

  • Drafts of systems diagrams or portfolios

You can also book short video sessions when needed.

This support is for:

  • Career decisions

  • Interview prep

  • Offer review

  • Portfolio help

  • Getting unstuck in the curriculum

It is not for full-time consulting on your employer projects.

Many will.

MGx qualifies for:

  • Professional development budgets

  • Training reimbursement

  • Upskilling programs

You will receive:

  • A formal invoice

  • A program overview document

  • Employer justification language

If you want, I can help you write the request email to your manager.

Yes.
You can pay:

  • $3,997 one time (save $400)

  • 4 payments of $999.25

  • Corporate reimbursement option

Seats are limited to maintain coaching quality.

You can choose from:

  • Architect

  • Engineer

  • Product and Strategy

If you’re unsure, apply anyway.
We will discuss your goals on the clarity call and help you pick the right path.

You do not need to choose before enrolling.

You can switch tracks once before specialization begins.
This is common, especially for people deciding between Architecture and Product.

 

Yes.
MGx includes three portfolio pieces:

  • A modern spatial pipeline

  • A cloud system architecture

  • A specialization project (Engineer, Architect, Product)

Each is reviewed with feedback.
These pieces become the core of your interview story and job applications.

Common timelines (based on past coaching):

  • Interviews start around weeks 8 to 12

  • Offers are common between months 3 and 8

  • Some transition internally within 60 days

  • Some earn promotions while still in the program

Your timeline will depend on effort and participation, which is why the year of support makes this work for everyone.

You cannot fail or get left behind.
Once you join, you get:

  • Lifetime access to all core training

  • A full year of ongoing coaching

  • Recorded sessions

  • Support for your portfolio at any time

You progress at your pace.
We support you the entire way.

MGx includes this guarantee:

If you complete the program and do not gain the skills and portfolio to design modern geospatial systems, I will coach you personally until you do.
If you still do not see career growth through a raise, promotion, or new opportunity, I will continue coaching you at no cost until you do.

This removes the risk.
If you show up, I stay with you until you win.

Click Apply and answer a few questions about your background.
If you qualify, you’ll receive an invite to a clarity call to confirm fit and secure a seat.

Seats are limited to maintain small groups and deep coaching.

You've earned

your seat.

You’ve done the work. You’ve built the skills.

Now step into the room where the most forward-thinking geospatial professionals grow together.

Apply to MGx Today

Cut the noise. Keep the edge.