Geospatial

AI

Open Data and AI for Environmental Justice: Insights and Implications

By Shahabuddin Amerudin The article from Geospatial World highlights an interview with Amen Ra Mashariki, Director of AI and Data Strategies at the Bezos Earth Fund, on the intersection of open data, AI, and environmental justice (Geospatial World, 2024). The interview covers a wide range of topics, including the importance of open data for equitable climate solutions, the role of AI in processing large datasets, and ethical considerations in the geospatial domain. This review article will critically examine the perspectives presented, focusing on the practical applications and challenges of using open data and AI for environmental justice. Understanding Environmental Justice and Open […]

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Pindaan Rang Undang-Undang Juruukur Tanah Berlesen (Pindaan) 2024: Implikasi kepada Industri GIS dan Geospatial

Pindaan Rang Undang-Undang Juruukur Tanah Berlesen (Pindaan) 2024 yang baru sahaja dibentangkan di Parlimen membawa beberapa kesan penting terhadap pelbagai bidang yang melibatkan kerja-kerja geomatik, termasuk Sistem Maklumat Geografi (GIS) dan geospatial. Walaupun pindaan ini secara langsung mensasarkan pengawalan ke atas kerja-kerja ukur tanah yang dilakukan oleh juruukur tanah berlesen, ia turut membawa implikasi penting kepada individu dan organisasi yang terlibat dalam industri GIS dan geospatial. Peningkatan Piawaian dan Pengawalan Salah satu impak utama daripada pindaan ini ialah penguatkuasaan piawaian yang lebih tinggi terhadap data geomatik yang dikendalikan oleh Jabatan Ukur dan Pemetaan Malaysia (JUPEM). Pindaan ini menekankan bahawa hanya

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GIS

Kesan Pindaan Rang Undang-Undang Juruukur Tanah Berlesen (Pindaan) 2024 kepada Individu dan Organisasi Berkaitan GIS dan Geospatial

Pindaan Rang Undang-Undang Juruukur Tanah Berlesen (Pindaan) 2024 membawa beberapa perubahan penting yang tidak hanya mempengaruhi juruukur tanah berlesen, tetapi juga memberi kesan signifikan kepada individu dan organisasi yang terlibat dalam kerja-kerja Sistem Maklumat Geografi (GIS) dan geospatial. Artikel ini membincangkan kesan utama pindaan tersebut kepada bidang GIS dan geospatial serta implikasinya terhadap amalan industri. Peningkatan Piawaian Data Geospatial Salah satu kesan utama pindaan ini adalah peningkatan piawaian dalam pengumpulan dan pengurusan data geospatial. Pindaan ini menetapkan syarat yang lebih ketat bagi data geomatik yang disimpan oleh Jabatan Ukur dan Pemetaan Malaysia (JUPEM). Data geospatial yang diperoleh melalui kerja ukur

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© 2025 Justine Blanford

The Role of Geospatial Technology in Health Communication and Disease Ecology

By Shahabuddin Amerudin Introduction In contemporary society, the integration of geospatial technology into public health practices offers unprecedented opportunities for improving health outcomes. This paper explores a comprehensive framework that leverages geospatial technologies to enable effective communication of health information, timely interventions, and a deep understanding of disease ecology (Blanford, 2025). The framework is segmented into four key components: a geospatially enabled society, communication of health information, responsive interventions, and an ecosystem of geospatial tools for understanding disease ecology. Each component is critical in addressing health risks and enhancing public health strategies. A Geospatially Enabled Society A geospatially enabled society

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Avoiding Wrong Decisions in Geospatial Analytics: Best Practices and Methodologies

Abstract Geospatial analytics has become an essential tool for decision-making across various sectors, including urban planning, agriculture, environmental monitoring, and disaster management. However, the complexity of geospatial data and the analytical methods used can lead to errors and misinterpretations, resulting in wrong decisions. This paper outlines a comprehensive framework to avoid making incorrect decisions in geospatial analytics by addressing key aspects such as problem definition, data quality, validation, multiple perspectives, expert consultation, and continuous monitoring. By following these best practices, practitioners can enhance the accuracy and reliability of their geospatial analyses and make more informed decisions. Introduction Geospatial analytics involves

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Critical Review of the U.S. Geospatial Market: Growth Potential, Strategic Developments, and Challenges Ahead

Introduction The geospatial market, renowned for its rapid growth and transformative potential, is making notable strides in sectors like Information Technology (IT), engineering, and autonomous systems. In 2023, the global geospatial market was valued at USD 531 billion, with projections indicating it will reach USD 1.06 trillion by 2030. This represents a Compound Annual Growth Rate (CAGR) of 10.2 percent from 2025 to 2030. While these figures are impressive, they raise questions about the sustainability of such growth and the actual implementation of these technologies across industries. Is the market truly prepared to handle such an influx, and are the

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Preparing for the Dynamic Geospatial Industry: Insights for Academia and Research Organizations

By Shahabuddin Amerudin The geospatial industry is experiencing rapid evolution, driven by technological advancements and expanding applications across various sectors. This evolution has significant implications for academia and research organizations, which play a crucial role in preparing the next generation of geospatial professionals. This essay explores the prevailing job roles within the geospatial industry, the evolving skill sets and academic requirements, sectors showing significant employment growth potential, and the best practices employed by leading educational institutions to prepare students for successful careers in this dynamic field. Prevailing Job Roles and Technological Evolution The geospatial industry offers a diverse array of

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PGN

Pusat Geospatial Negara Malaysia: Analisis Perbandingan Kategori Data Geospatial Mengikut Standard Antarabangsa

Oleh Shahabuddin Amerudin Pengenalan Data geospatial memainkan peranan penting dalam pelbagai bidang seperti perancangan bandar, pengurusan sumber, dan kajian alam sekitar. Untuk memastikan kualiti dan keserasian data geospatial, adalah penting agar data ini mematuhi standard antarabangsa yang ditetapkan. Artikel ini bertujuan untuk membandingkan elemen metadata dan sub-kategori dalam dokumen Senarai Fundamental Geospatial Data (FGD) sehingga Januari 2023 yang diterbitkan oleh Pusat Geospatial Negara Malaysia (2023) dengan standard antarabangsa seperti ISO 19115:2014, FGDC NSDI (2000), INSPIRE Directive (2007), dan UN-GGIM Strategic Framework (2018). Standard Antarabangsa ISO 19115 menetapkan elemen metadata yang diperlukan untuk dokumentasi dan pengurusan data geospatial. Standard ini digunakan secara meluas untuk memastikan

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Revolutionizing Geospatial Data Analysis Through Generative AI

Introduction In recent years, Generative Artificial Intelligence (AI) has emerged as a revolutionary force in various industries, transforming the way data is analyzed, interpreted, and leveraged for actionable insights. Nowhere is this transformation more evident than in the realm of geospatial data analysis. The integration of Generative AI into the analysis of sensor and machine datasets has ushered in a new era of efficiency, accuracy, and innovation. This article explores the groundbreaking role of Generative AI in geospatial analytics and its ability to simplify complex tasks while exponentially increasing productivity. Generative AI Unleashes the Power of Geospatial Data Geospatial data

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Evolution and Sustainability of Free and Open Source Software (FOSS) Development in Geospatial Applications

By Shahabuddin Amerudin Abstract This article explores the evolution and sustainability of Free and Open Source Software (FOSS) development in the realm of geospatial applications. Drawing from the seminal work of Arnulf Christl published in 2008 in “Open Source Approaches in Spatial Data Handling,” this paper provides an updated perspective on the state of FOSS development in the geospatial domain. It delves into the changing nature of FOSS development, the challenges of funding, the role of transparency, and the benefits of collaborative, open-source approaches. Throughout, it references and builds upon the insights offered by Christl while providing contemporary examples and

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Geospatial Analysis and 4D-GIS in Mineral Exploration

By Shahabuddin Amerudin Abstract Mineral exploration, a complex and high-stakes endeavor rife with uncertainties, is experiencing a paradigm shift through the integration of cutting-edge geospatial analysis and the revolutionary 4D-Geographic Information System (GIS). In this review, we unravel the profound impact of these technologies on mineral exploration, shedding light on their indispensable role in mitigating risks and significantly increasing the likelihood of discovering concealed mineral deposits. Our exploration traverses a spectrum of input datasets, encompassing remote sensing, exploration geochemistry, exploration geophysics, and geological indicators. Furthermore, we delve into the pivotal stages of user-guided interpretation and predictive modeling, which play a

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The Marriage of Cartography and Geographic Information Systems (GIS) Study

In today’s data-driven world, the fusion of technology, data analysis, and spatial understanding has revolutionized how we perceive and interact with our surroundings. This transformation is epitomized in the harmonious relationship between cartography and Geographic Information Systems (GIS) study. While cartography is the age-old science and art of mapmaking, GIS is a technology-based system that captures, stores, analyzes, and manages spatial data. Together, they form a powerful alliance that empowers us to explore, comprehend, and make decisions about the world around us. In this article, we delve into the intricate dance of cartography within the realm of GIS study. Visualizing

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Harnessing the Power of GIS and Geospatial Data: Architecture, Applications, and Advancements

By Shahabuddin Amerudin In today’s rapidly evolving technological landscape, Geographic Information Systems (GIS) have emerged as indispensable tools that bridge the gap between geography and data. These systems enable us to visualize, analyze, and interpret spatial information, revolutionizing decision-making processes across various industries. The marriage of GIS with geospatial data has given rise to novel methodologies, applications, and solutions that have the potential to reshape the way we interact with our environment, manage resources, and predict future scenarios. In this article, we delve into the multifaceted world of GIS and geospatial data, exploring their architecture, applications, and the emerging trends

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Dunia Geospatial III

Oleh Shahabuddin Amerudin Di atas langit biru, satelit mengorbit dengan laju, GPS menjadi panduan, menuntun perjalanan yang pasti, Pangkalan data menjadi aset, menyimpan informasi berharga, Dalam dunia geospatial, semuanya terhubung dengan rapi. Melalui sistem GIS yang canggih, data bergabung dalam harmoni, Dibentuk oleh rekabentuk sistem yang penuh inovasi, Pengaturcaraan adalah kunci, menterjemahkan algorithm menjadi kisah, Mobile apps memberikan akses, di genggaman tangan kita. Dalam cloud-based yang aman, data tersimpan dengan baik, Website menjadi jendela, memamerkan kekayaan peta, Pembangunan sistem GIS bukanlah tugas yang mudah, Menghubungkan dunia nyata dengan dunia maya. Dalam setiap langkah pembangunan, tekun kita bekerja, Menggabungkan teknologi dengan

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Unveiling the Power of Geospatial Artificial Intelligence (GeoAI) and its Applications

By Shahabuddin Amerudin Introduction The term Geospatial Artificial Intelligence (GeoAI) lacks a universally agreed-upon definition. Initially, GeoAI referred to the utilisation of machine learning tools within Geographic Information Systems (GISs) to predict future scenarios by classifying data. This included disaster occurrence, human health epidemiology, and ecosystem evolution, aimed at bolstering community resilience through traditional geographic information in digital cartography (Esri, 2018). A broader interpretation considers GeoAI as processing Geospatial Big Data (GBD) encompassing various sources, such as digital cartography, remote-sensing-based multidimensional data, and georeferenced texts. The focal point is the geographic dimension (Janowicz et al., 2019. Thus, GeoAI merges AI

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The Dynamic Potential of Named Entity Recognition (NER) in Extracting and Analyzing Geospatial Data

By Shahabuddin Amerudin Named Entity Recognition (NER), an integral component of Natural Language Processing (NLP), plays a pivotal role in extracting meaningful information from unstructured text. This technique involves the identification and classification of specific entities within text, ranging from names of people and organizations to temporal expressions and geographic locations. The applications of NER are wide-ranging and impactful across diverse industries. In this comprehensive article, we will delve deeper into the mechanics of NER, explore its diverse applications, and focus on a specific use case: geospatial data extraction facilitated by the EntityRecognizer model. The Mechanism Behind NER At its

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Exploring the Transformative Applications of Artificial Intelligence and Machine Learning in Geospatial Technology

By Shahabuddin Amerudin Abstract Geospatial technology has emerged as a pivotal discipline with far-reaching implications in numerous fields, including environmental science, geography, urban planning, and agriculture. The fusion of Artificial Intelligence (AI) and Machine Learning (ML) with geospatial analysis has ushered in an era of unprecedented advancements, elevating the capabilities of geospatial technology to new heights. This comprehensive academic article delves into the multifaceted applications of AI and ML in geospatial technology, elucidating their roles in land cover mapping, flood prediction and monitoring, precision agriculture, and traffic management. By understanding these innovative applications, readers can contribute meaningfully to the evolution

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Dunia Geospatial II

Oleh Shahabuddin Amerudin Di setiap koordinat yang tertulis dengan indah, Terbentang kisah tanah, laut, dan langit yang luas, Peta ini menjadi jendela ke dunia yang nyata, Melalui geospatial, semua rahasia terungkap dengan jelas. Dari hutan tebal hingga padang pasir tandus, Jejak manusia dan alam saling berpaut erat, Titik-titik data menjadi benang merah cerita, Yang menjalin sejarah, masa kini, dan masa yang akan datang. Tak hanya sekedar angka, koordinat, atau nama tempat, Geospatial membuka jendela ke kompleksiti kehidupan, Dengan teknologi kita bisa menjelajahi masa lalu, Serta meramalkan arah masa depan yang terbuka lebar. Namun jangan kita melupakan, di balik layar digital,

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