What is data modelling?
Data modelling is a method used to define and organize your business procedures.
It enables you to create a visual description of your business by analyzing, understanding, and clarifying your data requirements as well as how they ground, justify your business procedures.
Data models are technical but also designed to be comprehensive, and (mostly) visual in presentation.
This means they bridge the gap between hard to digest tech-speak and pared down, comprehensive everyday jargon.
Thanks to data models, everyone in your organization may comprehend and collude with your data more efficiently.
What data modelling is – example of data model
Why data modelling is a vital part of any data strategy
So, we have examined a definition of data modelling, but a definition only scratches the surface.
To understand what data modelling is, you must rigorously examine and investigate the peculiar benefits it produces.
Of course, these benefits are only achieved when you deploy data models effectively, and when business and IT teams work seamlessly together.
Data Modelling Service |
DataSpark |
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Specialty |
Their team combines expertise in Data Science and various industry verticals, |
| Pricing |
Request a quotation: INFO@DATASPARKANALYTICS.COM |
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Website |
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| Address |
Comcentre Atrium, 31B Exeter Rd, Singapore 239732 |
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Telephone |
+65-6838 3388 |
| Operating Hours |
9 am to 6 pm |
Data Modelling Service |
Experian |
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Specialty |
Experian is a leading global information services company, providing data and analytical tools to our clients around the world. At Experian, they recognise the importance of the role they play in unlocking the power of data to help people, business, and society. Enabling people and organisations to achieve their goals. |
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Request a quotation: michael.delgado@experian.com |
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Website |
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| Address |
10 Kallang Avenue #14-18 Aperia Tower 2 Singapore 339510 |
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Telephone |
(+65) 6593 7500 |
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Operating Hours |
9 am to 5.30 pm |
Data Modelling Service |
Netmarks Singapore |
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Specialty |
At Netmarks Singapore, they have the right connections to ensure that the right solutions are placed directly in your hands. They know how critical networking infrastructure is. That is why their solutions are geared towards delivering robust, efficient IT infrastructure, enterprise applications that let you stay ahead of your competitors. Services: Datacentre Virtualization, data migration, cloud solutions, IT maintenance, security solutions |
| Pricing |
Request a quotation: sales@netmarks.com.sg |
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Website |
https://www.netmarks.com.sg/ |
| Address |
100D Pasir Panjang Road, #04-08 MEISSA, Singapore 118520 |
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Telephone |
+65 6376 5130 |
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Operating Hours |
9 am to 6 pm |
Data Modelling Service |
IBM |
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Specialty |
IBM Data Model for Energy and Utilities is a blueprint that provides data warehouse design models, business terminology and analytics to help you quickly develop business applications. The extensible and scalable software is designed to fit the unique requirements of your industry. It provides business insights and metrics for profitability. |
| Pricing |
Request a quotation:direct@sg.ibm.com |
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Website |
https://www.ibm.com/sg-en |
| Address |
9 Changi Business Park Central The IBM Place Singapore 486048 |
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Telephone |
1800 418 1000 |
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Operating Hours |
8.30 am to 5.30 pm |
Data Modelling Service |
Oracle |
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Specialty |
Oracle’s data science platform improves productivity with unparalleled abilities. Build and evaluate higher-quality machine learning (ML) models. Increase business flexibility by putting enterprise-trusted data to work quickly and support data-driven business objectives with easier deployment of ML models. Build high-quality models faster and easier. Automated machine learning capabilities examine data. |
| Pricing |
Request a quotation: salesinquiry_sg@oracle.com |
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Website |
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| Address |
1 Fusionopolis Place, Level 12, Galaxis Singapore 138522 |
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Telephone |
+65 6436 1000 |
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Operating Hours |
8.30 am to 7 pm |
Data Modelling Service |
BIMLife |
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Specialty |
They develop effective solutions for companies to utilize BIM technologies and implement VDC & IDD successfully. Their optimized solutions will certainly save your project time, bring top-notch results, while meeting your specific needs. They guide you in creating digital designs while also managing optimized BIM standards throughout the project duration. Services: Building Information Modelling, Virtual design & construction, Integrated digital delivery, interactive hypermedia, data management |
| Pricing |
Request a quotation: hello@bimlife.com |
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Website |
https://www.bimlife.com/ |
| Address |
63 Ubi Ave 1, #07-02 63@Ubi, Singapore 408937 |
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Telephone |
+65 9017 9347
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Operating Hours |
24/7 |
Data Modelling Service |
Hewlett Packard |
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Specialty |
Quickly spin-up environments with preferred data science tools to explore various enterprise data sources and simultaneously experiment with multiple machine learning or deep learning frameworks to pick the best fit model for the business problems you need to address. Deploy the model’s runtime image (Python, R, H2O) to an endpoint. |
| Pricing |
Request a quotation: hpstoresingapore@customerservice.team |
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Website |
https://www.hpe.com/sg |
| Address |
1A Depot Cl, Singapore 109842 |
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Telephone |
+65-63070990 |
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Operating Hours |
8.30 am to 5.30 pm |
Data Modelling Service |
NCS |
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Specialty |
NCS is the leading information, communications, and technology (ICT) service provider in Singapore. They deliver end-to-end ICT solutions to help governments and enterprises realize business value through digital transformation and the innovative use of technology. Today, they have a strong Asia Pacific presence in 15 cities, serving integrative IT solutions. |
| Pricing |
Request a quotation: reachus@ncs.com.sg |
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Website |
https://www.ncs.com.sg/ |
| Address |
5 Ang Mo Kio Street 62, NCS Hub, Singapore 569141 |
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Telephone |
+65-6556 8000 |
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Operating Hours |
8.30 am to 6 pm |
Data Modelling Service |
ThinkVal |
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Specialty |
In 2013, they provided consultancy services to banks, helping them deliver large-scale transformation, regulatory programs. While many of these were successful, they started to notice flaws in the systems. Data silos and inaccurate data plagued almost all their clients, marring their decision-making, and creating more work for already busy staff. |
| Pricing |
Request a quotation: val@thinkval.com |
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Website |
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| Address |
24 Lor Telok, #02-01, Singapore 406107 |
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Telephone |
+65- 9625 8498 |
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Operating Hours |
9 am to 5 pm |
Data Modelling Service |
Dell Technologies |
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Specialty |
Gain actionable insight about your customers, operations, and products with Data Analytics. Their expert consultants work with companies at all stages of analytics maturity to plan, implement, and optimize solutions and modern infrastructure that enable you to unlock data capital, support advanced techniques, such as artificial intelligence and machine learning. |
| Pricing |
Request a quotation: HSB_Online_Req_APCC@Dell.com |
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Website |
https://www1.ap.dell.com/ |
| Address |
2 International Business Park Rd, #01-34 The Strategy, Singapore 609930 |
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Telephone |
1800-394-7426 |
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Operating Hours |
9 am to 6 pm |
Data Modelling Service |
Bimage Consulting |
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Specialty |
BIMAGE Consulting is the leading technology company in Digitized Construction. Established in 2010, BIMAGE is in the business provision of providing consulting and services in digitizing construction and infrastructure processes and provide seamless access to the building information data to our customers. BIMAGE has successfully delivered over 400 projects globally. |
| Pricing |
Request a quotation: enquiry@bimageconsulting.com |
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Website |
https://www.bimageconsulting.com/ |
| Address | 3791 Jalan Bukit Merah #09-14, E-Centre @ Redhill Singapore, Singapore 159471 |
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Telephone |
+65-6271 7875 |
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Operating Hours |
9 am to 6 pm |
Data Modelling Service |
Mitrais |
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Specialty |
Since 1991, Mitrais has been providing software development services and products to business across the Asia Pacific region. They pride themselves on providing premium development services to our partner businesses, netting significant financial savings and boosting operational efficiency in the process, employing a professional, talented team of developers and testers. Services: Mobile applications, UX/UI Design, DevOps, Open banking, RPA |
| Pricing | Request a quotation: info@mitrais.com |
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Website |
https://www.mitrais.com/ |
| Address | 10 Anson Road, #03-05 International Plaza, 079903 |
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Telephone |
+65-8311 1374 |
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Operating Hours |
9 am to 6 pm |
Data Modelling Service |
Protiviti |
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Specialty |
To have a data warehouse, you must start with well-built models. Whether your technology source is Oracle, SQL, HANA or any other database, Protiviti will walk you through requirements gathering, analysis, validation, and the modelling process, as well as help you decipher which modelling approach works best for your organization. Services: Data modelling, data mapping, data warehouse, data profiling, performance optimization |
| Pricing | Request a quotation: singapore@protiviti.com |
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Website |
https://www.protiviti.com/SG-en |
| Address | 9 Raffles Place #40-02 Republic Plaza Singapore, Singapore 048619 |
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Telephone |
+65- 6220 6066 |
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Operating Hours |
8.30 am to 5.30 pm |
Data Modelling Service |
Tridant |
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Specialty |
Tridant has earned a reputation as one of Asia Pacific’s most trusted Information Technology consultancies. This reputation is based on a unique blend of deep domain expertise, best of breed technologies, and an almost fanatical dedication to first class delivery and customer service. They design and implement specialized technology solutions. Services: Technical architecture, IBM analytics, application optimization, application management, application management |
| Pricing | Request a quotation: servicedesk@tridant.com.au |
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Website |
https://www.tridant.com/ |
| Address | 3 Temasek Avenue Centennial Tower #17-12 Singapore 039190 |
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Telephone |
+65-6818 9261 |
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Operating Hours |
8 am to 6 pm |
Data Modelling Service |
Accenture |
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Specialty |
Accenture is a leading global professional services company, providing a broad range of services and solutions in strategy, consulting, digital, technology, and operations. They work at the intersection of business and technology to help clients across a range of industries improve their performance and create sustainable value for their stakeholders. Services: Data and analytics, Artificial intelligence, data management, data optimization, data science |
| Pricing | Request a quotation: recruit.inquiry@accenture.com |
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Website |
https://www.accenture.com/sg-en |
| Address | #35-00 Raffles City Tower, 250 North Bridge Rd, 179101 |
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Telephone |
+65-64108000 |
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Operating Hours |
8.30 am to 5.30 pm |
Data Modelling Service |
Solidatus |
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Specialty |
Solidatus visually represents data lineage, allowing organisations to easily identify the data source to track its journey throughout the enterprise while providing insight into the different processes within the data flows. Metadata management is a key element of data governance that allows visualised data lineage to provide business intelligence, insight. Services: Data analytics, data management, data cataloguing, data lineage, asset inventory |
| Pricing | Request a quotation: info@solidatus.com |
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Website |
https://www.solidatus.com/ |
| Address | 138 Cecil Street #08-01 Cecil Court Singapore 069538 |
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Email address |
support@solidatus.com |
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Operating Hours |
9 am to 5 pm |
Data Modelling Service |
Arup |
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Specialty |
As digital leaders, Arup can help you take advantage of transformational technologies to make decisions with confidence. With a digital twin they can help you predict traffic patterns, energy usage, building stresses, fire risk and other resource and risk profiles. They equip their clients with a view into the future. Clients: Data management, digital design, data optimization, data analytics, change management |
| Pricing | Request a quotation: singapore@arup.com |
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Website |
https://www.arup.com/ |
| Address | 182 Cecil Street #06-01 Frasers Tower Singapore 069547 |
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Telephone |
+65-6411 2500 |
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Operating Hours |
8.30 am to 5.30 pm |
Data Modelling Service |
McKinsey & Company |
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Specialty |
They drive transformation and build businesses by bringing together the capabilities needed to help organizations grow and thrive in the digital age. They help their clients harness the power of data and artificial intelligence, modernize core technology, and capitalize on new technology, optimize, automate operations, fuel digital growth, transform digitally. Services: Data analytics, data management, digital transformation, data optimization, data modelling |
| Pricing | Request a quotation: shailly_goel@mckinsey.com |
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Website |
https://www.mckinsey.com/ |
| Address | One Raffles Quay, Level 24, South Tower Singapore 048583 |
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Telephone |
+65 6586 4900 |
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Operating Hours |
24/7 |
Data Modelling Service |
Deloitte |
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Specialty |
Atom provides organizations comprehensive financial data management by enabling the architecting of finance data models through iterative, business-led design cycles supported by proprietary digital assets. Integrate design, mapping, and reconciliation of your organization’s chart of account and financial data object transformations with Atom. Unleash the power of financial data management. Services: Data management, data modelling, digital design, digital mapping, data optimization |
| Pricing | Request a quotation: enquiries@deloitte.com |
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Website |
https://www2.deloitte.com/ |
| Address | 6 Shenton Way, #33-00 OUE Downtown 2, Singapore 068809 |
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Telephone |
+65-6224 8288 |
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Operating Hours |
8.30 am to 5.30 pm |
Data Modelling Service |
Datamind |
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Specialty |
Datamind previously built CosScan, their prototype mobile application with the help of Agency of Science, Technology and Research Singapore & Nanyang Technological University of Singapore. SkintechMD, a Datamind subsidiary, is a digital health company focusing on improving skin health. The FaceHealth application augments skin health using data and artificial intelligence. |
| Pricing | Request a quotation: contact@datamindgroup.com |
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Website |
https://www.datamindgroup.com/ |
| Address | 846 Yishun Ring Road #02-3619 Singapore 760846 |
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Telephone |
+65 90068806 |
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Operating Hours |
24/7 |
Four main benefits of effective data modelling
1. Reduce costs and accelerate time to value
With data modelling, business users may exercise direct control over defining essential business laws which means fewer revisions are required at the point of implementation.
The convergence of requisites and production leads to acceleration in ultimate production duration.
This brings about accelerated delivery of projects and enables more time to peddle new products swiftly.
Some data modelling agencies have helped clients to use data modelling to reduce their time-to-production from 9 to 3 months.
You will also cut costs with data modelling because it discovers glitches quickly.
This means you require less iterations, also your team will probably not pass on flawed projects to superiors or, this is the ultimate horror, to your clients.
This results in data modelling slashing the budget of coding by up to 75 percent.
Data modelling can be intricate and multiplies paperwork demands (both on the IT and the business side).
But it is also one of the most expedient methods to rein in data, slash costs and hasten production.
2. Understand and improve business processes
Data modelling drives you to coherently define your business and its procedures, and to achieve this a manner that maximizes, rewards collaboration.
You essentially cannot articulate your data and its ultimate output, rewards, if you do not have a basic grasp of how your business functions.
For example, to build a database of your customers, you need to comprehend the data your business currently possesses on clients and how to put this knowledge to profitable use.
The process of data modelling thus illuminates your data and its dynamics, which provides a foundation for comprehending your business procedures and how to streamline them.
3. Reduce complexity and risk
To handle the massive influx of data that every enterprise confronts, you must pare down, simplify and reduce risk taking with data.
The more data is loaded, the quicker you must pare it down and reduce it to basics, comprehensive usage.
Moreover, with all the data compliance restrictions posed to all businesses, you must execute efficiently with minimal error, risk.
This means capturing and networking all input/output flows with the constant flux of data.
Data models provide imaginative diagrams of your data processes; thus, you attain full visibility of the construction of your data.
This minimizes risk because you attain overall comprehension of all your data – transformations, metadata, or filters are ruthlessly illuminated, exposed, rather than concealed or fragmented.
It enables your business to attain overall, helicopter, unadorned views of organization, processes.
Data modelling also ultimately reduces the intricate, highly technical elements of your business to a more palatable form for less technical staff members, such as business executives as well as those in the C-suite.
4. Improved collaboration
Now, your IT team can work more smoothly with non-technical staff.
Using data models, they can communicate in a technology-neutral way, but still with enough detail to create physical data structures when needed.
Data modelling enables the easier integration of high-level business processes with data rules, data structures, and the technical implementation of your physical data.
Data models provide illumination, revelations into business operation practices, and pares down data to make it highly accessible, comprehensible to all.
Putting your data models into action
With the right data modelling strategy, you can gain complete control over data definitions and metadata. Then, you maximize, expedite processes, heighten efficiency.
However, pushing these data definitions into reality requires more effort.
To bridge the gap between data modelling and data integration, you need a way to turn written structures into manifested, practicable code.
Uses of Data Modelling
Data modelling is a set of tools and techniques used to understand and analyze how an organization should collect, update, and store data.
It is a critical skill for the business analyst who is involved with discovering, analyzing, and specifying changes to how software systems create and maintain information.
Functions that Data Modelers perform regularly
They create an entity relationship diagram to visualize relationships between key business concepts.
They create a conceptual-level data dictionary to communicate data requirements that are important to business stakeholders.
They create a data map to resolve potential data issues for a data migration or integration project.
A data modeler would not necessarily query or manipulate data or become involved in designing or implementing databases or data repositories.
Education requirements for a Data Modelling career
Many recruiters desire candidates with a bachelor’s degree, preferably, in information science, applied mathematics, or computer studies.
These degrees are deemed relevant for data modelling.
Candidates must be able to holistically comprehend a database and project plausible predictions for variable data errors.
How much does a Data Scientist make in Singapore?
The average salary for a Data Scientist is $5,908 per month in Singapore.
Salary estimates are based on 1,246 salaries submitted anonymously to Indeed by Data Scientist employees, users, and collected from past and present job sponsorships on Indeed in the past 36 months.
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