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Spatial Data Science: Advance Your Analytics

The ESRI Spatial Data Science: Advance Your Analytics course equips data scientists and GIS analysts with advanced spatial statistical techniques to uncover hidden patterns and predict trends, solving the critical challenge of deriving actionable insights from complex geospatial data. With over 80% of enterprise data having a location component, this training enables professionals to apply ArcGIS Pro tools for clustering, regression, and geostatistical modeling, building reliable analytical workflows.

This course prepares learners for ESRI’s technical certification exams using official vendor-authorized courseware. Koenig Solutions enhances readiness with Guaranteed-to-Run dates and 30-day lab access, ensuring hands-on mastery. Graduates advance into high-impact roles, driving data-informed decisions in urban planning, environmental science, and business intelligence.

16 Hours (2 Days)
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0+ professionals trained

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Course Overview

The ESRI course Spatial Data Science: Advance Your Analytics is designed for data analysts, GIS specialists, and research scientists seeking to enhance their analytical capabilities with spatial context. While no specific certification exam is directly tied to this course, it aligns closely with advanced ArcGIS proficiency and supports preparation for professional-level ArcGIS certifications. The course equips learners with skills to detect spatial patterns, perform regression modeling, and conduct space-time analysis—critical competencies in fields like urban planning, environmental science, and public safety. With the U.S. Bureau of Labor Statistics projecting a 35% growth in data scientist roles from 2022 to 2032, demand for spatial data science expertise is rapidly expanding across industries.

Participants gain hands-on experience using key ESRI tools including ArcGIS Pro 3.6, ArcGIS Geostatistical Analyst, and ArcGIS Spatial Analyst within a guided lab environment. The course emphasizes practical application through exercises such as creating space-time cubes, performing emerging hot spot analysis, and building prediction models using geostatistical interpolation. Students work directly in ArcGIS Pro to prepare data, visualize trends, and assess model accuracy, culminating in projects like habitat suitability modeling and forecasting future spatial patterns. These labs are conducted using official ESRI courseware and real-world datasets, ensuring relevance to actual analytics workflows.

By mastering spatial data science techniques, professionals enhance their ability to derive actionable insights from complex datasets, a skillset increasingly valued in data-driven decision-making roles. Graduates of the Spatial Data Science: Advance Your Analytics course are well-positioned for career advancement in sectors leveraging geospatial AI and predictive modeling. At Koenig Solutions, learners benefit from official courseware and a Guaranteed-to-Run schedule, ensuring reliable access to expert-led training. Completing this ESRI program empowers analysts to transition into senior data science roles, where they can lead spatial analytics initiatives and contribute to strategic organizational outcomes.

What You'll Learn

✓Use data engineering tools effectively within ArcGIS Pro to manage spatial data workflows and improve analysis efficiency.
✓Identify and analyze spatial clusters with ESRI's advanced tools to uncover patterns and hotspots in geographic data.
✓Examine space-time patterns using ESRI analytics to understand temporal changes and their spatial impacts.
✓Build and interpret regression models in ArcGIS Pro to predict spatial phenomena accurately.
✓Perform multiscale geographically weighted regression with ESRI methods to analyze local variations in spatial data.
✓Create geostatistical interpolation models with ESRI tools to generate accurate surface representations from point data.

Skills You'll Gain

ArcGIS Pro Spatial Data Engineering ArcGIS Geostatistical Analyst Hot Spot Analysis Space-Time Pattern Mining Emerging Hot Spot Analysis Local Outlier Analysis Regression Analysis Generalized Linear Regression Multiscale Geographically Weighted Regression Presence-Only Prediction Geostatistical Interpolation ArcGIS Spatial Analyst Exploratory Regression Spatial Autocorrelation Average Nearest Neighbor Optimized Hot Spot Analysis

Prerequisites

Recommended knowledge before taking this course
  • To succeed in 'Spatial Data Science: Advance Your Analytics' by ESRI, participants must meet the following requirements: 1. Proficiency in Python programming, specifically utilizing ArcPy or the ArcGIS API for Python. 2. Demonstrated ability to perform exploratory data analysis (EDA) on spatial datasets to identify patterns and anomalies. 3. Foundational knowledge of coordinate systems, map projections, and spatial data structures. 4. Access to and operational familiarity with ArcGIS Pro 3.x.
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What's Included in Your Training

Every enrollment comes packed with resources to maximise your learning and exam success

Career Outcomes

82%

of Spatial Data Science: Advance Your Analytics certified professionals report career advancement within 6 months

Salary Impact

+28%

Average salary increase reported after obtaining the Spatial Data Science: Advance Your Analytics certification

Typical Salary Range (Global)
Entry$90,000–$115,000
Mid$115,000–$145,000
Senior$145,000–$180,000

*Source: Glassdoor / LinkedIn 2025

Job Roles

6
  • Spatial Data Scientist
  • Geospatial Data Analyst
  • GIS Data Scientist
  • Location Intelligence Specialist
  • Urban Analytics Specialist
  • Environmental Data Modeler

Companies Hiring

5,000+
Esri Microsoft Amazon Deloitte Accenture HDR Oak Ridge National Laboratory Urban Outcomes The Nature Conservancy AECOM

and 5,000+ organizations worldwide seeking Spatial Data Science: Advance Your Analytics certified professionals

Real Transformations

Course Student Reviews

Real results from IT professionals who trained with Koenig — rated 4.9/5 from 18,400+ verified reviews.

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  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified

Frequently Asked Questions

Everything you need to know about the Spatial Data Science: Advance Your Analytics training course

Is the certification exam included in the Spatial Data Science: Advance Your Analytics course, and what is the exam fee if separate?
The Spatial Data Science: Advance Your Analytics course by ESRI does not include a certification exam, as ESRI currently offers no specific spatial data science certification. However, the course prepares learners for advanced analytics workflows using ArcGIS tools, and completion earns a certificate of attendance. For other ESRI certifications like the ArcGIS Pro Associate, exam fees start at $295.
What training formats does Koenig offer for Spatial Data Science: Advance Your Analytics, and is Guaranteed-to-Run scheduling available?
Koenig Solutions offers Spatial Data Science: Advance Your Analytics via live online, 1-on-1 private, public classroom, Fly-Me-a-Trainer, and self-paced Flexi formats. All formats are Guaranteed-to-Run, ensuring the course proceeds as scheduled regardless of enrollment numbers. Sessions are available in multiple time zones, and participants receive instant access to virtual classroom credentials and lab details.
How long is lab access provided for the Spatial Data Science: Advance Your Analytics course, and what environment is used?
Learners receive 30 days of post-training lab access via Koenig’s cloud-based sandbox environment hosted on Microsoft Azure. This secure, instructor-guided platform includes ArcGIS Pro, ArcGIS Online, ArcGIS Notebooks, and Spatial Analyst extensions, enabling hands-on practice with spatial data engineering, regression modeling, and space-time pattern mining without local software setup.
What is Koenig's rescheduling and cancellation policy for the Spatial Data Science: Advance Your Analytics course?
Koenig permits one free rescheduling if requested more than 10 days before the course start date; changes within 10 days incur a 50% fee. Cancellations within 10 days also attract a 50% charge. Each enrollment allows only one reschedule to maintain Guaranteed-to-Run batch integrity. Written notice is required for all modifications, and refunds are claimable within one year of payment.
What is the exam format, number of questions, time limit, and passing score for the Esri certification related to spatial data science?
ESRI does not currently offer a technical certification exam specifically for Spatial Data Science: Advance Your Analytics. However, related certifications like the ArcGIS Pro Associate 2025 exam consist of 75 multiple-choice questions, with 65 scored and 10 unscored items, a 90-minute time limit, and a passing score of 70%. The exam is delivered via Pearson VUE in a proctored online environment.
How long is the Esri certification valid, and what is the renewal process and cost?
ESRI certifications are valid for three years from the date of achievement. To renew, candidates must pass the current version of the exam, which costs $295 for associate-level certifications like ArcGIS Pro Associate. There is no grace period for expired credentials, and recertification ensures alignment with the latest ArcGIS software capabilities and industry best practices.
What post-training support does Koenig provide after completing the Spatial Data Science: Advance Your Analytics course?
Koenig provides 30 days of post-training support, including access to recorded sessions, lab environments, and instructor email support for technical queries. Learners also receive a certificate of completion, 200+ practice questions, and eligibility for a free retake under the 100% Happiness Guarantee, ensuring continued learning and exam readiness.
What are the prerequisites or recommended experience for the Spatial Data Science: Advance Your Analytics course?
The recommended prerequisite for Spatial Data Science: Advance Your Analytics is completion of the Spatial Analysis Essentials for ArcGIS course or equivalent knowledge. Familiarity with statistics and Python is helpful but not required. The course is designed for GIS analysts, data scientists, and researchers with 2–4 years of experience who want to integrate spatial context into advanced analytics workflows.
What is the salary impact for professionals who complete the Spatial Data Science: Advance Your Analytics course?
Professionals with spatial data science skills earn a median salary of $91,774, with certified individuals seeing up to $16,610 more annually than non-certified peers. Senior GIS analysts and data scientists with ESRI technical certifications command salaries up to $101,960, while roles in government and environmental consulting report even higher compensation, especially with Python and machine learning integration.
How does instructor-led training for Spatial Data Science: Advance Your Analytics compare to self-study in terms of outcomes and cost?
Instructor-led training costs approximately $1,700 and includes live expert guidance, hands-on labs, and Guaranteed-to-Run scheduling, leading to higher exam pass rates. Self-study via ESRI’s free six-week MOOC offers foundational knowledge at no cost but lacks personalized feedback. Koenig’s structured program with 30-day lab access and post-training support significantly enhances skill retention and certification readiness.

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