Dataset collections

Early Childhood Development Agency (ECDA) dataset listing licence history for preschool centres in Singapore. The daily-updated CSV “Listing of Centres Licence History” lets parents and researchers trace when centres gained, renewed, or changed licence status from 2020–2023. Quality assurance teams monitor regulatory compliance across the sector. This ECDA collection strengthens transparency in Singapore early-childhood open data.

Info-communications Media Development Authority tracks Singapore’s employed information and communications technology (ICT) manpower pool through annual survey open data. The Employed ICT Manpower CSV profiles sector employment levels and characteristics across the long series beginning 1999. Workforce planners and economists studying digital-economy labour demand can analyse how ICT jobs evolved before and after major industry restructuring. The collection complements IMDA’s broader infocomm industry statistics on data.gov.sg.

National Library Board catalogue of online articles from National Library Singapore spanning history, arts, culture, economy, government, and notable personalities. The annual CSV (e.g. 2024 extract) helps researchers and students discover NLB digitised or web-published Singapore studies without searching siloed portals. Librarians and journalists cite NLB-authored or curated pieces for fact-checking local topics. Coverage from August 2022 through August 2023 frames this open knowledge collection on Singapore’s data portal.

HDB annual open data counts households billed for upgrading costs by financial year in Singapore. Programmes covered include the Home Improvement Programme (HIP), Neighbourhood Renewal Programme (NRP), and Lift Upgrading Programme (LUP). Estate managers and researchers can relate billing volumes to rollout pace and resident cost-sharing under major HDB renewal initiatives. The CSV supports transparency on how many homes received upgrading charge notices each year.

LTA annual vehicle statistics in this collection report passenger car population in Singapore by engine capacity (CC) rating. The CSV Annual Car Population by CC covers registered cars excluding road-tax-exempt vehicles per the official definition. Transport modellers and automotive market analysts can study fleet composition by displacement bands across the published annual series. Counts represent registered stocks at each reference period, not new registrations alone.

National Parks Board GEOJSON showing indicative access locations for community gardens registered under the Community in Bloom (CIB) programme in Singapore. Residents and urban greening advocates map volunteer-led gardens against parks and housing estates. Educators use the layer for civic ecology and gardening outreach. This ad-hoc NParks collection supports open spatial discovery of neighbourhood greening sites.

National Environment Agency CSV archive of historical regional 24-hour Pollutant Standards Index readings for Singapore from 2014 through 2020. The Historical 24-hr PSI dataset supports haze and air-quality retrospective analysis, public health research, and comparison with later NEA air-quality releases. Environmental scientists and journalists can study past PSI patterns across Singapore regions.

Building and Construction Authority (BCA) publishes the listing of licensed builders participating in Singapore’s Licensing of Builders Scheme. The half-yearly CSV dataset supports procurement officers, homeowners, and researchers verifying builder credentials and BCA safety-quality standards. Analysts studying construction sector professionalism can track who holds licences over the published coverage window. Explore this BCA collection for open data on Singapore licensed builders.

Ministry of Social and Family Development (MSF) directory data maps Student Care Services locations across Singapore for families and service planners. Member datasets Student Care Services are published in GEOJSON and KML for location-based discovery on maps and apps. Parents, schools, and researchers can identify registered student care centres without relying on static PDF lists alone. The directory reflects MSF’s published service locations rather than real-time vacancy or fees.

Ministry of Social and Family Development geospatial directory of social service agencies and voluntary welfare organisations in Singapore, published as GeoJSON and KML layers. The Social Service Agencies collection supports community care mapping, referral network analysis, and civic apps that locate MSF-registered agencies island-wide. Social workers and researchers can integrate agency points into Singapore social support geography studies.

PUB, Singapore’s national water agency, maps drain water level sensors deployed across the island for flood monitoring and stormwater management. XLSX and KML datasets share PUB Water Level Sensors locations for operations centres, researchers, and public information dashboards. Analysts studying urban flood resilience can relate sensor coverage to catchment risk. Explore this half-yearly PUB collection for open data on Singapore water level sensor placements.

URA Master Plan 2003 cartographic open data in this collection carries annotations for the White Quantum text layer used on legacy planning maps in Singapore. Datasets Master Plan 2003 White Quantum Text are released in KML and GEOJSON for GIS teams maintaining historical master plan visuals. Planners and researchers working with MP2003 artefacts can align text labels with other MP2003 layers. Annotations are cartographic aids tied to the 2003 plan edition rather than current statutory maps.

Energy Market Authority directory data for Energy Connects, an online registry linking industry and research players in Singapore’s energy ecosystem. The semi-annual CSV snapshot from mid-2021 supports collaboration matchmaking embedded on EMA’s website. Clean-tech founders and academics discover partners without proprietary networking platforms. This collection documents Singapore open data exports of energy innovation contacts.

Singapore Land Authority cadastral mapping product showing survey district boundaries across Singapore, aligned with cadastral land lot limits and updated daily in GeoJSON and KML formats. SLA Land Survey District layers underpin land surveying, conveyancing GIS, and integration with other SLA cadastral products. Surveyors and spatial analysts rely on the districts for Singapore land administration workflows.

National Parks Board (NParks) documents gazetted land parcels for Singapore’s four nature reserves under the Parks and Trees Act 2005. The GEOJSON Nature Reserves Gazette 2005 dataset reflects lot boundaries digitised in 1995 and verified against SLA records when the Act was prepared. Conservation planners and legal researchers can study how statutory reserve extents were captured for habitat protection. Use this NParks collection for open geospatial data on Singapore 2005 nature reserve gazette parcels.

LTA monthly registration statistics in this Singapore open data collection track newly registered motorcycles and scooters by make. The CSV New Registration of Motocycles by Make covers all such vehicles registered within each report month in the catalogue window. Automotive market analysts and transport researchers can monitor brand-level inflows into the two-wheeler fleet. Series reflect LTA registration events rather than active fleet totals by brand.

Council for Estate Agencies listing of active registered real estate salespersons in Singapore, refreshed three times daily in principle. The CSV helps consumers verify agent credentials before property transactions and supports market studies on agency workforce size from 2011 through January 2024. Prop-tech apps ingest the open file for licence lookup features. This collection is foundational Singapore open data on regulated estate agency personnel.

MOM labour market statistics in this collection describe quarterly employment change by industry for Singapore, sourced from administrative records with self-employed estimates from the Labour Force Survey. No member datasets are listed, but official notes define change as the level difference between reference period ends. Economists tracking cyclical hiring by sector should apply MOM’s employment change definition before comparing quarters. Consult Data.gov.sg for downloadable releases linked to this theme if published separately.

Ministry of Manpower (MOM) reports resident labour force status for persons aged 15 and over by age and sex using mid-year Comprehensive Labour Force Survey results. The series distinguishes employed, unemployed, and residents outside the labour force with definitions aligned to international labour statistics practice. Labour market researchers can analyse participation and unemployment patterns through 2022 despite survey gaps in census years. This MOM collection supports open-data study of Singapore resident labour force status by age and sex.

Health Sciences Authority (HSA) listing of medicinal products registered for use in Singapore as of December 2021. The collection helps pharmacists, researchers, and procurement teams verify which therapeutic products hold valid HSA registration. Annual publication cadence aligns with regulatory snapshots rather than live licensing feeds. Coverage is anchored to April–December 2021 in the catalogue metadata. It supports Singapore open-data use cases around drug safety, formulary planning, and health policy reference.

Singapore Food Agency (SFA) data on licensed food establishments classified as food factories and related premises. The collection covers meat, fish, processed-food operations, cold stores, and slaughter-houses under Singapore’s food safety licensing regime. Annual releases through 2020 help analysts study the licensed manufacturing base over time. Researchers comparing hygiene enforcement and supply-chain resilience can use it alongside other SFA collections. It documents a slice of Singapore’s regulated food production infrastructure on the national data portal.

Singapore Civil Defence Force directory collection listing fire posts across Singapore for emergency services geography and public safety mapping. The Fire Posts open-data theme supports civic apps that surface SCDF facility locations and research on island-wide fire response infrastructure. Analysts can use the catalogue concept for Singapore civil defence facility discovery even when downloadable member files are not attached.

SFA open data on grading of licensed food establishments, including meat, fish, processed-food sites, cold stores, and slaughter-houses. The collection supports public accountability and industry benchmarking around hygiene and compliance scores. Annual coverage from 2010 through 2020 allows trend analysis by grade distribution. Food safety researchers and journalists can relate grading outcomes to enforcement policy without facility-level inspection reports. It complements other SFA licensing collections on Singapore’s open-data catalogue.

National Parks Board (NParks) documents a coastal habitats map of Singapore derived from high-resolution satellite imagery circa 2010 and 2011, classifying mangroves, seagrass meadows, and coral reefs. The study explains why detailed habitat maps matter for monitoring vulnerable ecosystems affected by shipping and reclamation pressures. Marine ecologists and coastal managers can use the collection metadata to locate related geospatial outputs for conservation decision-making. Explore this NParks collection for open data on Singapore coastal habitat mapping from satellite imagery.