SSG Data Scientist Skills Map

• Skills Map_AI Applied Researcher (GSC Top 5)

• Skills Map_AI ML Engineer (GSC Top 5)

• Skills Map_BI Director (GSC Top 5)

• Skills Map_BI Manager (GSC Top 5)

• Skills Map_CDO CDAIO (GSC Top 5)

• Skills Map_Data AI Scientist (GSC Top 5)

• Skills Map_Data Analyst Associate Data Engineer (GSC Top 5)

• Skills Map_Data Architect (GSC Top 5)

• Skills Map_Data Engineer (GSC Top 5)

• Skills Map_Head of Data Science AI (GSC Top 5)

• Skills Map_Senior AI ML Engineer(GSC Top 5)

• Skills Map_Senior Data Engineer (GSC Top 5)

SG AI Verify

• Invitation to Pilot the SG aiverify

• SGModelAIGovFramework2

• SGAIGovUseCases

• SGai-gov-use-cases-2

• SG ai-guide-to-jobredesign

• SG AI Guide to Job Redesign (short version)

• SG aiverify-framework primer

• SG national-ai-strategy

• Singapore's AI Application in the Public Sector.pdf

• Straits Times - Singapore Deep Mind CEO Demis Hassabis

• BBC - Trump Fires Statistician

• Medium - Understanding Data

• NUHS Group CTO talks about AI strategy _ Frontier Enterprise

• https://www.hospitalmanagementasia.com/tech-innovation/harnessing-the-power-of-data-in-healthcare/

• Databricks 3 Critical Criteria for AI Success.pdf

• Databricks State of Data Report.pdf

• Capture AI Value With These 5 Benefit - Gartner.pdf

• MIT CIO Generative AI Report.pdf

• Access the 2023 State of AI Infrastructure Report

• Domino_Data Science Innovators Playbook-compressed

• tdwi-managing-big-data-106702

• Hype Cycle for Artificial Intelligence, 2020, Published 27 July 2020_ Gartner Reprint

• 2022-AI-Index-Report_Master

• State of AI in Financial Services 2023

• The economic potential of Generative AI by McKinsey

• Into the AI Frontier by DBS CIOVP AI

• Top 5 fastest growing AI skills APAC for Pan-Asia - 2023

• Top 6 Data Science and Analytics Trends 2023-Snowflake

• tech-predictions-report-2024

• NUS Chief Data Officer Brochure

• Financial Times 2024 _ Future of AI special report.pdf

• Streaming_Pipelines_To_Databases by Confluent.pdf

• Navigating the EU AI Act by Bird & Bird.pdf

• AI Trends by BOND 2025.pdf

Cloud Computing Tutorial.pdf

API Notes.pdf

Google Cloud Cookbook.pdf

How to try out cloud services without hurting your wallet.pdf

https://www.cloudways.com/en/pricing.php

https://cloud.google.com/blog/products/gcp/5-google-cloud-product-cheat-sheets-2021

• $5600 Singapore Fresh Grad Starting Pay

• Salary of Fresh Grad SG 2022.pdf

• SSG Singapore Skills Framework Demand for 2021

• IBM SGUP Data Science Trainer Job Scope.pdf

• Chief AI Trainer Job Scope.pdf

• https://jobsandskills.skillsfuture.gov.sg/data-and-tools

• https://www.skillsfuture.gov.sg/fellowships

• Straits Times - HTX Ramps Up Tech Jobs

• https://www.dis.gov.sg/careers/

• Li Hong Yi Silicon Valley

• Bloomberg - Indian Coders Lose Tech Jobs to ChatGPT

• https://www.foundit.sg/

• https://outlier.ai/

• https://tripleten.com/

• https://talentpavilion.sg/home

• https://futureofwork.intch.org/

• https://get.intch.org/onboarding/professional

• https://paygap.asia/

• Global Remote Work Opportunities.pdf

• IBF JOBS 2024

• IBF 2025.pdf (TFIP)

• https://www.dbs.com/careers/internships/dsi

• WEF_Future_of_Jobs_2020

• generation singapore

• SSG-Sfw_dataset-2022-03-30.xls

• jobs of the future

• https://www.42singapore.sg/the-piscine/

salary Guide

• NCSS Salary Guide 2024.pdf

• Tools, Trends, What Pays for Data Professionals

• Data Roles and Salaries.pdf

• BGC Group - A Realistic Salary Guide For Smart Contract Workers 2020 (Full)

• Singapore Salary Guide 2024.pdf

• Singapore Salary Guide - 2 - 2024.pdf

• NTUC REPORT - Emerging Jobs & Skills Report (2021)

• NTUC Industry Insights Coding 2022

• Node Flair Salary Report 2025.pdf

MS News - Singaporean Grab Driver Opportunities

CNA - Singapore Job Ageism

Singapore Builds $100BN Artificial Islands

Asiaone - Singapore Couple Relocate to Bali

Asiaone - Young Couple Better Overseas

MS News - Singaporean Buy JB Condo

Singaporean Couple RM $2k JB Condo

Asiaone - Singaporean Left Singapore

CNA - SSG $40 Million Scam

Straits Times - Sentosa Money Laundering Fujian Gang

Straits Times - Chia Teck Leng Cheats $117 million

CNA - Malone Lam Crypto USD 230 million

CNA - Casino Excel MBS Baccarat

Mothership - 3 Arrows Zhu Su Crypto Jail

CNA - Vizzio CEO Jon Lee Fake Phd

Straits Times - Forex Trader Scammer

Straits Times - AI Investment Scammer

Straits Times - NTUC Trainer Bribe

let act against scams SG

Raju and the 40 Thieves

Step 1: Local Laptop Cluster Setup

Teach them Local laptops Cluster Setup… then ask them to do it on another laptop and try

scala-2.12.4

jdk-8u202-windows-x64

Anaconda3-2022.10-Windows-x86_64

https://www.apache.org/dyn/closer.lua/spark/spark-3.3.1/spark-3.3.1-bin-hadoop2.tgz

https://github.com/steveloughran/winutils/archive/refs/heads/master.zip

Environment Variables (windows)

HADOOP_HOME = C:\SPARK\hadoop

JAVA_HOME = C:\Program Files\Java\jdk1.8.0_202

SCALA_HOME = C:\SPARK\scala

SPARK_HOME = C:\SPARK\spark

PYSPARK_PYTHON = C:\Users\user\anaconda3\python.exe

PATH Variables:

%SPARK_HOME%\bin

%HADOOP_HOME%\bin

%SCALA_HOME%\bin

%JAVA_HOME%\bin

Jupyter Environment Variables

PYSPARK_DRIVER_PYTHON = C:\Users\User\anaconda3\Scripts\jupyter.exe

PYSPARK_DRIVER_PYTHON_OPTS = notebook

STep 2: Local Spark Shell

people.json

Step 3: Spark cluster in Google Cloud

wordcount.py

pi.py

Step 4: Spark cluster in AWs Databricks

telecom_churn.csv

Step 5: Spark on colab

How To Start A Spark Session & Read in CSV frrom Website.ipynb

Datacamp Pyspark Cheatsheets

Datacamp - PySpark_RDD_Cheat_Sheet.pdf

Datacamp - PySpark_SQL_Cheat_Sheet.pdf

Step 6: Pyspark DataFrames

Dataframes with PySpark Example 1 by Dr Alvin.ipynb

Dataframes with PySpark Example 2 by Dr Alvin.ipynb

purchases.csv (this dataset has 4 millions rows.. u can’t open in Excel!)

DataFrames with PySpark Example 2 (EXERCISE) by Dr Alvin Ang.ipynb

Step 7: Showcase VAEX

VAEX for Crunching Big Data by Dr Alvin Ang.ipynb

Automated_Traffic_Volume_Counts.csv (this dataset is 3GB!!!)

Others

https://sparkbyexamples.com/

dl_data.csv

sales.csv

hierarchical-clustering-with-python-and-scikit-learn-shopping-data.csv

transformations.csv

customer_data.csv

Structured_Streaming_with_PySpark.ipynb

KMEANS_PySpark_by_Dr_Alvin.ipynb

Hierarchical_Clustering_In_Spark_With_Bisecting_K_Means.ipynb

PCA_with_PySpark.ipynb

NN_Pyspark_Dr_Alvin_Ang.ipynb

Normalizer,_Scaler,_Bucketizer_and_Binarizer_with_PySpark_by_Dr_Alvin_Ang.ipynb

8 steps to learn Spark.pdf

Pyspark Cheatsheet.pdf

https://www.linkedin.com/in/nandeshreddy/

Optimus.pdf

Soya Kim - Big Data Healthcare

Spark Commands by Raj Bharat.txt

https://www.youtube.com/watch?v=lisIQ9ohU8g

https://www.datanami.com/2024/03/05/duckdb-walks-to-the-beat-of-its-own-analytics-drum/

IBM Spectrum Conductor SPARK for dummies.pdf

SGX Stock Names.txt

NN_Python_Dr_Alvin_Ang.ipynb

https://starttechacademy.com/cnn-for-computer-vision-in-python/

Keras Datasets: https://keras.io/api/datasets/

Excel Mario Pixels.xls

Singtel.csv

CHEQUE - Digital Recognition by Deep Learning Techniques.pdf

halal food prediction paper using ANN.pdf

https://thehighestofthemountains.com/brainmaps.html

deep learning interview questions.pdf

Keras Cheatsheet.pdf

https://stanford.edu/~shervine/teaching/cs-229/cheatsheet-deep-learning

https://raw.githubusercontent.com/tertiarycourses/datasets/master/video_game_sales_training.csv

https://generated.photos/faces/asian-race

https://quickdraw.withgoogle.com/

https://neuralnetworksanddeeplearning.com/index.html

https://www.dkriesel.com/en/science/neural_networks

https://www.deeplearningbook.org/

ANN

Dr. Alvin’s IBF Day 3 - ANN Regression.ipynb

Dr. Alvin’s IBF Day 3 - ANN Classification.ipynb

CNN

Understanding CNN with Dr. Alvin.ipynb

Dr. Alvin's IBF Day 4 CNN on MNIST Digits Dataset.ipynb

(Classifying Handwritten Digits with CNN)

Trained Classification Model for Fashion MNIST Dataset.h5

Predicting Images of Clothes using CNN by Dr Alvin Ang.ipynb

Predicting Images of Common Objects using CNN by Dr Alvin Ang.ipynb

https://setosa.io/ev/image-kernels/

RNN

Understanding LSTM Input and Output (RNN) by Dr. Alvin Ang.ipynb

IBF Day 4: Predicting DBS Stock Price using RNN by Dr Alvin Ang.ipynb

LSTM Forex Paper.pdf

Datacamp DL Cheatsheets

Datacamp - Keras_Cheat_Sheet.pdf

Beginner

• Data Types: List / Tuples / Dictionary / Sets

• Logical Indexing and Operators

• Control Structures: If - Else / While / For 

• Functions: Def / Lambda

Python Fundamentals with Dr Alvin.ipynb

https://codebeautify.org/python-formatter-beautifier

https://black.vercel.app/

NICF Python Fundamental Course for Beginners.ipynb

https://ehmatthes.github.io/pcc_2e/regular_index/

Basic Python Handwritten Programming Notes.pdf

Intermediate

[Comprehension.i.for.i.in.range] + [Mounting.Google.Drive.File.IO] + [Object.Oriented.Programming.Class.Inheritance .Parents] + [SQLite.Databasing] + [Error.Handling.IndexError.IOError.TypeError.ValueError]

Day 2 with Dr Alvin.ipynb

Mounting and Creating Files in Google Drive with Colab.ipynb

Updating HR Records using Object Oriented Programming by Dr. Alvin Ang

• Ch 0: Understanding Instance / Init / Self.ipynb

• Ch 1: Using only 1 Parent Class (Full Time Employees).ipynb

• Ch 2: Using 1 Parent Class (Employee) and 2 Child Classes (Full Time vs Part Time Staff).ipynb

https://pandas.pydata.org/docs/user_guide/visualization.html#visualization-barplot

https://python-tricks.com/matplotlib-introduction/

https://python-tricks.com/plotting-in-pandas/

https://www.tutorialspoint.com/how-to-change-the-text-color-of-font-in-the-legend-using-matplotlib

https://tonysyu.github.io/raw_content/matplotlib-style-gallery/gallery.html

https://www.digitalocean.com/community/tutorials?q=python&hits_per_page=12

Python PDFS

69 Python Projects.pdf

30 Python Libraries to Boost Your Data Science Productivity.pdf

Python Data Science Tips Full Archive by avi chawla. subs tack. com

Alvin's Answer for Plano's Assessment.pdf

OOP cheatsheet.pdf

How to learn Python like a Pro.pdf

https://www.hospitalmanagementasia.com/tech-innovation/harnessing-the-power-of-data-in-healthcare/ (Sean Singhealth)

https://developers.googleblog.com/en/data-science-agent-in-colab-with-gemini/

https://jsontotable.org/

Python Cheatsheets

Datacamp - Importing_Data_Cheat_Sheet_ Python.pdf

Datacamp - Working_With_Text_Data_in_Python.pdf

Datacamp - Working_with_Dates_and_Times_Cheat_Sheet_ Python.pdf

Datacamp - Seaborn_Cheat_Sheet.pdf

Datacamp - Reshaping_data_with_Python.pdf

Datacamp - Python_Cheat_Sheet.pdf

Datacamp - Python_Basics_Cheat_Sheet.pdf

Datacamp - Pandas_Cheat_Sheet.pdf

Datacamp - Numpy_Cheat_Sheet.pdf

Datacamp - Matplotlib_Cheat_Sheet.pdf

Datacamp - Data Wrangling Cheat Sheet PYthon.pdf

Datacamp - Regular_Expressions_Cheat_Sheet.pdf

PYTHON CHEATSHEETS.pdf

Numpy User Guide.pdf

python notes.pdf

Python Tips and Tricks.pdf

python basics cheatsheet.pdf

why python index start at 0.pdf

Data_Science_With_Python_Workflow by Business Science.io.pdf

Plotting

PANDAS

[Import.Export.CSV.Dataframe.Slicing.Filtering.DropNA] + [Join.Append.Merge.Pivot.Groupby] + [Box.Scatter.Pie.Area.Histogram.Plots] + [Correlation.DateTime.Time.Series.Plots] + [Pipe.Apply]

PANDAS with Dr. Alvin.ipynb

How to Join Append Concat Two Tables with Python by Dr Alvin Ang.ipynb

pandas cheat sheet.pdf

Restructuring CSV for Data Science.pdf

Statistics

[Descriptive.Stats] + [Seaborn.Visualization] + [Hypothesis.Testing.ANOVA] + [LR.MR.R2]

Day 4 with Dr Alvin.ipynb (Statistics)

Python Visualization

Data Visualization with Python by Dr Alvin Ang.ipynb

Top 7 Python Libraries for Data Visualization.pdf

Python Plotly.pdf

Practical Guide to Matplotlib.pdf

Python Specials

DataPrep + MissingNo by Dr Alvin Ang.ipynb

Ways to Display Json Formats Neatly in Python by Dr Alvin Ang.ipynb

How to Create Random Data with Python by Dr Alvin Ang.ipynb

ProxyCurl_API.ipynb

boston_housing_data.csv

Canada.xlsx

List of Seaborn CSVs

fmri.csv

module_5_auto.csv

https://github.com/xiaohk/stickyland

https://colab.research.google.com/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/Index.ipynb

https://www.kdnuggets.com/2022/12/top-5-nlp-cheat-sheets-beginners-professional.html

AirBnB NYC Data 2019.csv

https://docs.python.org/3/library/functions.html

https://docs.python.org/3/library/stdtypes.html

https://docs.python.org/3/index.html

https://docs.python.org/3/library/index.html

https://fortune.com/education/articles/using-python-for-data-science/

Bad Python in Excel Review

Steps in Data Wrangling and Cleansing

Converting JSON to CSV from Scikit Learn Datasets by Dr. Alvin Ang.ipynb

How to Do Train Test Splits with Python by Dr Alvin Ang.ipynb

Data Wrangling a Population of Countries’ Dataset

Population of Countries in 2000.csv

Data Wrangling a Population of Countries Dataset by Dr Alvin Ang.ipynb

Data Wrangling & Visualizing Healthcare Datasets

Hospital Admissions

hospital-admissions-by-sector-annual.csv

Data Cleansing a Hospital Admissions Dataset by Dr Alvin Ang.ipynb

Health Expenditure

government-health-expenditure.csv

Data Cleansing a Government Health Expenditure Dataset.ipynb

Long Term Care Facilities

number-of-residential-long-term-care-facilities-sector-breakdown.csv

Data Wrangling a Long Term Care Facilities Dataset by Dr Alvin Ang.ipynb

Data Cleansing a Rock Song Dataset

rock.csv

Data Cleansing a Rock Song Dataset with Python by Dr. Alvin Ang.ipynb

Data Wrangling Air Quality Datasets

Data Wrangling Air Quality Datasets with Python by Dr Alvin Ang.ipynb

Searching and Slicing a Video Games Dataset

vgsales.csv

Searching and Slicing a Video Games Dataset with Python by Dr Alvin Ang.ipynb

Wrangling Automobile Datasets

Slicing & Dicing a Motorcars Dataset (European + Japanese Cars)

mtcars.csv

Slicing & Dicing a Motorcars Dataset with Python by Dr Alvin Ang.ipynb

Factors Affecting Price of European and Japanese Cars

automobileEDA.csv

Feature Selection on Automobile Dataset with Python by Dr. Alvin Ang.ipynb

Dealing with Missing Data in European Cars Dataset

auto.csv

Data Cleansing a European Automobile Dataset with Python by Dr Alvin Ang.ipynb

Cross Validating a European and Japanese Cars Dataset

cleansed_auto.csv

Cross Validating a European and Japanese Car Dataset by Dr Alvin Ang.ipynb

Python for Finance

LendingClubLoan(200 rows).csv

LendinClubLoan(22k rows - very dirty).csv

Repayment.csv

Lending Club Loan Data Dictionary.xls

https://www.kaggle.com/datasets/wordsforthewise/lending-club

https://drive.google.com/file/d/1VCaoIFxzpYgzCaIerj24EWx-wW87C440/view?usp=drive_link (alvin’s google drive FULL LendingClubLoan Dataset)

Feature Selection on Lending Club Loan Dataset by Dr Alvin Ang.ipynb

Data Cleansing the Lending Club Loan Dataset by Dr Alvin Ang.ipynb

Train Test Splitting the Lending Club Loan Dataset by Dr Alvin Ang.ipynb

Imploring YFinance by Dr Alvin Ang.ipynb

https://home.tpq.io/

https://www.quantifisolutions.com/

WSQ Python Programming for Finance.ipynb

TO_IMPROVE.ipynb

Hypothesis Testing and ANOVA with Python

Hypothesis Testing and ANOVA with Python by Dr Alvin Ang.ipynb

Confusion Matrix

Linear and Logistic Regression

https://mlr-org.com/

https://www.mltut.com/

https://mlu-explain.github.io/

Learn ML by Shivam Modi.pdf

ML guide with Code by Shivam Modi.pdf

ML Life Cycle by Shivam Modi.pdf

Quick Machine Learning in Python.pdf

ML DL AI Cheat sheet by NIKHIL YADAV.pdf

ML Cheatsheet.pdf

Another ML Cheatsheet.pdf

ML Math.pdf

Machine Learning Infographics Cheatsheet.pdf

ML Cheat sheet by Business Science.io.pdf

the little book of deep learning

Probability Cheatsheet

AI for Everyone notes by Andrew Ng

Dataiku ML Basics.pdf

Lecture Notes on AI.pdf

How to Load the Iris Dataset into Python by Dr. Alvin Ang.ipynb

Various Places to Get Datasets for Machine Learning by Dr Alvin Ang.ipynb

Various Ways of Train Test Splits with Python by Dr Alvin Ang.ipynb

https://machinelearningprojects.net/

ML Cheatsheet by DataCamp.pdf

https://thecleverprogrammer.com/2020/11/15/machine-learning-projects/

30 Python Libraries to Boost Your Data Science Productivity.pdf

https://riverml.xyz/latest/

https://www.obviously.ai/

https://mlflow.org/

https://terencelucasyap.com/predicting-singapore-pools-4d-lottery-winning-numbers-machine-learning/

Scalable Efficient Big Data Pipeline Architecture – Machine Learning for Developers

https://ciml.info/

MLOps

MLOps Explained by Ubuntu.pdf

Guide to MLOPs by Ubuntu.pdf

MLOps for Dummies Databricks.pdf

https://www.dailydoseofds.com/mlops-crash-course-part-1/

Unsupervised Learning

Clustering

Overview of Clustering Methods.pdf

KMeans_using_Python_by_Dr_Alvin.ipynb

Hierarchical_Clustering_using_Python.ipynb

Clustering Cheatsheet by Business Science.io.pdf

PCA

PCA_with_Python.ipynb

Train Test Split

Scaling

Supervised Learning

Linear / Multiple / Polynomial Regression

Advertising.csv

automobileEDA.csv

Simple Linear Regression with Statsmodel by Dr Alvin Ang.ipynb

Simple Linear Regression using SKLearn by Dr Alvin Ang.ipynb

Multiple Regression using Scikit Learn with Python by Dr Alvin Ang.ipynb (Advertising.csv)

Multiple Regression using Scikit Learn with Python (Part II) by Dr Alvin Ang.ipynb (AutomobileEDA.csv)

Polynomial Regression with Python by Dr Alvin Ang.ipynb

Using Multiple Regression OLS to do Feature Importance Selection (on Iris Dataset) by Dr Alvin Ang.ipynb

Support Vector Machine (SVM)

Understanding SVM using Python by Dr Alvin Ang.ipynb

Simple SVM Applied to Iris Dataset with Python by Dr Alvin Ang.ipynb

Grid, Random and Bayes Search - Hyperparameter Tuning on SVM with Python by Dr Alvin Ang.ipynb

Decision Tree / Random Forest

wine_small.csv

wine.csv

Decision Tree (Classification) on the Iris Flower Dataset using Python by Dr Alvin Ang.ipynb

Using Decision Tree Classifier (DTC) to do Feature Importance Selection (on Iris Dataset) by Dr Alvin Ang.ipynb

Using Random Forest Classifier (RFC) to do Feature Importance Selection (on Iris Dataset) by Dr Alvin Ang.ipynb

Random Forest (Classification) on the Iris Flower Dataset using Python by Dr Alvin Ang.ipynb

Metrics, Normalization and Regularizations

Classification Metrics for ML Models by Dr Alvin Ang.ipynb

Bias / Variance

Understanding Bias vs Variance in Python by Dr. Alvin Ang.ipynb

L1 and L2 Regularization

L1 Lasso and L2 Ridge and Elastic Net Regression using Python by Dr Alvin Ang.ipynb

MinMax and Standard Scaler

Decision Tree (Classification) on the Iris Flower Dataset using Python by Dr Alvin Ang.ipynb

Datacamp ML Cheatsheets

• Datacamp - ML+Cheat+Sheet.pdf

• Datacamp - Scikit-Learn_Cheat_Sheet.pdf

• Datacamp - Supervised_Machine_Learning_Models.pdf

• Datacamp - Unsupervised_Machine_Learning_Models.pdf

million-moves.pdf

Steps to Teach ML for Trading.txt

Steps for ML Trading by Dr. Alvin Ang

Facilitator Guide for Machine Learning 101 for Financial Trading.ipynb

Learning TA-Lib in Python by Dr. Alvin Ang.ipynb

pyfolio no longer maintained

How to Plot Candlestick Chart using Plotly by Dr. Alvin Ang.ipynb

pandas_ta full list of technical indicators as of 2024

MQL5 Programming for Traders.pdf

CFTE

CFTE Syllabus.pdf

CFTE Level 1 Mock Exam.pdf

CFTE Level 2 Mock Exam.pdf

https://algoventure.first-4.com/ai-algo-3267-2099-9273

https://fiscal.ai/

https://hlaiman.com/

https://www.pyquantnews.com/

https://www.ntuclearninghub.com/en-gb/-/course/algorithmic-trading-essentials

https://www.thetradveller.com

https://www.iexexchange.io/

https://tastytrade.com/

https://www.quantconnect.com/

https://braincompany.co/

https://eoddata.com/stocklist/SGX.htm (ticker symbol)

https://autochartist.com/

https://ml4trading.io/

https://www.trade-ideas.com/

https://seekingalpha.com/

https://algorithmictrading.substack.com/

https://www.quantfactory.ai/

https://www.quantrocket.com/

https://roic.ai/

https://www.backtrader.com/

https://www.priceactionlab.com/Blog/price-action-lab-software/

https://www.tradeoxy.com/

https://wire.insiderfinance.io/

https://tradologics.com/

https://www.alpharithms.com/

https://www.gurufocus.com/guru/warren%2Bbuffett/summary

https://danelfin.com/

https://wavebasis.com/

https://fractalerts.com/

https://www.benzinga.com/apis/

https://forgeglobal.com/

https://equityzen.com/

https://www.youtube.com/@Algovibes

https://greyhoundanalytics.com/

https://www.fxmagnetic.com

https://www.histdata.com/

https://www.backtestzone.com/

https://million-moves.com/

https://www.quantreo.com/

https://polygon.io/

https://insightsentry.com/

https://www.dividends.sg/

https://sginvestors.io/

https://quickfs.net/

https://singaporeanstocksinvestor.blogspot.com/ (AK)

https://www.dymonasia.com/career/

https://www.xtxmarkets.com/

https://www.360t.com/

https://www.qcp.capital/

https://www.tower-research.com/

https://www.jumptrading.com/

https://drw.com/

https://www.virtu.com/

https://24exchange.com/

https://fairxchange.co.uk/

https://www.bgcg.com/bgc/

https://www.preqin.com/

https://www.okx.com/

https://group.softbank/en

https://www.globalxetfs.com/

https://www.ark-funds.com/

https://eodhd.medium.com/trading-predictions-using-ai-and-python-cdaad4de3447

https://thepythonlab.medium.com/xgboost-in-stock-returns-prediction-using-technical-indicators-and-vix-index-700fda74b425

https://github.com/suparjotamin/stockie

https://medium.com/geekculture/a-simple-way-to-download-financial-data-from-investing-com-in-python-8262271c804f

https://medium.com/trading-data-analysis/metatrader5-python-trading-bot-230bd19285e9

Basic R Course

Topic 1 - Introduction to R Data Types.R

Topic 2 - R Datasets and Data IO by Dr Alvin.R

Topic 3 - R Data Visualization by Dr Alvin.R

Topic 4 - R Programming by Dr. Alvin.R

Topic 5 - R Statistics by Dr. Alvin.R

Tidyverse Package Course

Topic 1 - Tidyverse Data Cleansing.R

Topic 2 - Tidyverse Data Summary.R

Topic 3 - Tidyverse Statistics.R

Topic 4 - Qualitative Data Analysis (Text Mining).R

Topic 5 - GGPlot Data Visualization.R

Files

eisenhower.txt

climate change.txt

https://r-graphics.org/

https://ggplot2-book.org/

https://therinspark.com/

https://r4ds.had.co.nz/index.html

https://rstats.wtf/

https://www.tidytextmining.com/

Datacamp R Cheatsheets

Datacamp - R_Cheat_Sheet.pdf

Datacamp - Working_With_Text_Data_in_R.pdf

Datacamp - Working_with_Dates_and_Time_in_R.pdf

Datacamp - Reshaping_data_with_tidyR_in_R.pdf

Datacamp - ggplot2_cheat_sheet.pdf

Datacamp - data table cheat sheet_R.pdf

Datacamp - Manipulating_Data_in_dplyr_Cheat_Sheet.pdf

Datacamp - Tidyverse_Cheat_Sheet.pdf

Data_Science_With_R_Workflow by Business Science.io.pdf

Text Mining with R

Text Mining with R by Dr. Alvin Ang.R

TIDY-TEXT-2019

Data Wrangling with R

Data Wrangling with Tidyverse by Dr Alvin Ang.R

Data Wrangling with Core R by Dr Alvin Ang.R

Data Visualization with R

Data Visualisation with BASIC R by Dr. Alvin Ang.R

Data Visualisation with GGPLOT R by Dr. Alvin Ang.R

Regression with R

Simple Linear Regression using R by Dr. Alvin Ang.R

Multiple Regression using R by Dr Alvin Ang.R

Statistics with R

Statistics with Tidyverse by Dr Alvin Ang.R

Correlation Funnel.R

R Sites

https://togaware.com/projects/rattle/index.html

https://universeofdatascience.com/

https://www.r-bloggers.com/2022/06/the-most-overlooked-r-package-that-can-get-you-through-a-data-science-job-interview/

https://online.stat.psu.edu/statprogram/tutorials/statistical-software/r

https://biostat.app.vumc.org/wiki/Main/RS

https://tuos-bio-data-skills.github.io/intro-stats-book/

https://statsandr.com/

https://www.reneshbedre.com/

https://style.tidyverse.org/

https://cran.r-project.org/web/packages/available_packages_by_name.html

https://r-charts.com/

https://r-graph-gallery.com/

https://posit.co/resources/cheatsheets/

https://yihui.shinyapps.io/formatR/

https://www.kaggle.com/code/rtatman/data-cleaning-challenge-json-txt-and-xls

https://education.rstudio.com/learn/

https://www.business-science.io/finance/2020/02/26/r-for-excel-users.html

https://www.rdocumentation.org/

https://r-packages.io/

ML with R

https://lgatto.github.io/IntroMachineLearningWithR/index.html

https://mlr-org.com/

https://www.tmwr.org/

https://matthewrenze.com/workshops/practical-machine-learning-with-r/

https://saedsayad.com/data_mining.htm

https://www.tidymodels.org/

1st Project

Extras

2nd Project

Tableau Desktop Specialist

Tableau Desktop Specialist Exam Guide.pdf

Tableau Desktop Specialist Sample Questions Data.xls

Profile Links

https://public.tableau.com/app/profile/dr.alvin.ang

https://public.tableau.com/app/profile/hisan.shafaque/viz/1996-97ChicagoBullsBuckets/BullsBuckets

https://public.tableau.com/app/profile/pawan.sachdeva/viz/HowHappyAreWe_15891520173890/HowHappyAreWe

https://public.tableau.com/app/profile/janapati.balaji

• Superstore-Profitability.twbx

https://public.tableau.com/app/profile/thi.ho

https://www.channelnewsasia.com/author/clara-ho

Storytelling

• Change Over Time:

  https://public.tableau.com/app/profile/ben.jones/viz/WorldPopulationDay/1_ChangeOverTime

  World Population Day.twbx

  https://public.tableau.com/app/profile/andy.kriebel/viz/EPLInjuries/InjuryCrisis

  EPL Injuries.twbx

• Drill Down:

  https://public.tableau.com/views/EarthquakesOnTheRise-Full/Earthquakestory

  https://public.tableau.com/app/profile/mac.bryla/viz/TellmeaboutWill/TellmeaboutWill

  Tell me about Will.twbx

• Zoom Out:

  https://public.tableau.com/app/profile/halftimeheroes/viz/OlympicGamesStories-ZoomOut/ZoomOut

  Olympic Games Zoom Out.twbx

  https://public.tableau.com/app/profile/tea.ravn.nielsen/viz/ItalianCO2Emissions-Zoom-outInteractiveDataStory/Story1

  Italian CO2

• Contrast:

  https://public.tableau.com/app/profile/robertrouse/viz/Pyramids_1/EgyptianPyramids

  The Pyramids of Egypt.twbx

• Outliers

  https://public.tableau.com/app/profile/steph.baranya/viz/AdultVersion_final/SOSChildrensVillagesX-MasCampaignSantaGetInvolvedDonate

  SOS Children.twbx

https://www.tableau.com/products/public/download

https://www.upwork.com/nx/search/talent/?nbs=1&q=TABLEAU

https://www.pexels.com/

https://www.freepik.com/

https://unsplash.com/

Tableau Prep

The Tableau Prep Workspace.pdf

Flow Pane Steps.pdf

Datacamp Tableau Cheatsheets

Datacamp - Data Storytelling Cheat Sheet.pdf

Datacamp - Data Visualizations.pdf

Datacamp - Tableau+Cheat+Sheet.pdf

what is tableau.pdf

How to Learn Tableau.pdf

How to Choose the Right Chart in Tableau.pdf

7 tableau projects.pdf

Tableau Data Analyst

Tableau Certified Data Analyst Exam Guide.pdf

Tableau Certification Question and Answers.pdf

Elections

https://elections.viz.sg/

election article on linkedin

https://elections.data.gov.sg/en

CNA on Elections

OneMap Electorial Divisions

https://www.eld.gov.sg/elections_map_electoral.html

Tan Kah Ming Predict HDB Price.pdf

Maps

https://public.tableau.com/s/sites/default/files/media/co2_emissions_by_london_borough.zip

USGS_Quake.xlsx

https://community.tableau.com/s/question/0D54T00000C6TDLSA3/singapore-map-not-displayed

https://data.gov.sg/search?res_format=SHP

Singapore Towns.csv

https://www.tableau.com/solutions/customer/jal-expanding-the-use-of-tableau-throughout-the-company

https://www.tableau.com/visualization/what-is-geospatial-visualization

Others

https://coolors.co/

https://colorbrewer2.org/

https://www.figma.com/

https://www.uxpin.com/

Tableau Introduction by Princeton University.pdf

https://tableaupublic.princeton.edu/#/signin

https://www.thetableaustudentguide.com/

https://www.straitstimes.com/singapore/skillsfuture-participation-drops-in-2023-despite-increased-employer-engagement

Tableau Official Help

https://public.tableau.com/app/profile/tableau.docs.team/vizzes

https://www.tableau.com/about/blog/LOD-expressions

https://public.tableau.com/en-us/s/resources

https://tableaupracticetest.com/#get-our-most-popular-downloads

Tableau whitepaper - visual analysis guidebook.pdf

Which Chart is Right for You by Tableau.pdf

3 blind men and an elephant by Tableau.pdf

3 Steps to make your Data Clearer by Tableau.pdf

4 Traits of Data Driven Financial Services Organization by Tableau.pdf

5 Best Practices for Creating Effective Dashboards by Tableau.pdf

5 Steps to Scalable Self-Service Analytics by Tableau.pdf

5 Things Your Spreadsheet Can't Do by Tableau.pdf

5 ways to maximise your salesforce data by Tableau.pdf

7 Best Practices for Mobile Business Intelligence A Whitepaper by Tableau.pdf

7 Tips for Success with Big Data in 2013 by Tableau.pdf

8 ways Universities are Making Impact with Data by Tableau.pdf

10 Essential Dashboards Every Retailer Should Use.pdf

Advanced Analytics with Tableau.pdf

Best Practices for Tableau Online.pdf

Big Data Trends Insights and Strategies from Tableau.pdf

Building Effective Dashboards by Tableau.pdf

Data Gravity by Tableau.pdf

Define Analytics by Tableau.pdf

Developing a Governed Self Serive BI Strategy by Tableau.pdf

Embedded Analytics by Tableau.pdf

Evaluations Guide How to Choose the Right MOdern BI platform by Tableau.pdf

Good Enough to Great by Tableau.pdf

how Wayfair and Pepsi use Visual Analysis to Dirve Business Results by Tableau.pdf

Making Flow Happen by Tableau.pdf

Modern Manufacturing 4 ways data is transforming by Tableau.pdf

Must Dos of Marketing Dashboards by Tableau.pdf

Redefining the Role of IT in a Modern BI World.pdf

Sales Force Attitudes towards Forecasting by Tableau.pdf

Sales Performance Report by Tableau.pdf

Solving the Internet of Things Last Mile Problem by Tableau.pdf

The Evolution of Data Storytelling by Tableau.pdf

The Marketing Analytics Evolution by Tableau.pdf

Top 5 Retail Trends for 2018 by Tableau.pdf

Top 7 Business Intelligence Trends for Government in 2017.pdf

Understanding LOD by Tableau.pdf

Using R and Tableau.pdf

Visual Analysis for Everyone by Tableau.pdf

Which Chart or Graph is right for you by Tableau.pdf

Why Visual Analytics Matters by Tableau.pdf

4D Tableau

Google BigQuery Book.pdf

https://www.sqltranslate.app/

https://formula.dog/

https://sequal.dev/

SQL CHEAT SHEET.pdf

SQL in 14 Days.pdf

Company Database.db

album.db

test.db

world.db

world_data.xls

Steel Data SQL Challenge.pdf

https://www.prisma.io/dataguide

https://ladvien.com/business-intelligence-mysql/

https://medium.com/@i-sql-you-to-join-me

https://about.smartquery.dev/

Datacamp SQL Cheatsheets

Datacamp - Joining_Data_in_SQL.pdf

Datacamp - SQL_for_Data_Science.pdf

Datacamp - SQL_Window_Functions.pdf

https://sqlitetutorial.net/

EY SQL Breach News

https://www.dbta.com/Columns/SQL-Server-Drill-Down/

https://blog.devops.dev/sql-analysis-of-netflix-dataset-808e870e5bd6

https://github.com/pawelsalawa/sqlitestudio/releases

For those with problems installing….

https://alpha.sqliteviewer.app/

https://sqliteonline.com/

https://www.draxlr.com/tools/sql-formatter/

Oracle SQL

https://www.oracle.com/database/technologies/xe-downloads.html

https://www.oracle.com/database/sqldeveloper/

https://querygpt.xyz/

https://dbdb.io/

SQL Queries.pdf

SQL Data Cleansing.pdf

How to Speed Up SQL Queries.pdf

How to use WHERE in SQL.pdf

How to use SQL in BI.pdf

5 SQL Certs.pdf

5 types of sql commands.pdf

Top 10 SQL Compressed.pdf

How to Write Better SQL.pdf

SQL Interview Questions.pdf

How to use SQL to Track User Retention.pdf

How to Write Nested Queries in SQL.pdf

What are CTEs in SQL.pdf

• https://www.alvinang.sg/power-bi

• HR Dashboard Data.xlsx

• Call Center Dashboard Data.xlsx

• Awesome Chocolates MAIN Sales Data.xlsx

• Awesome Chocolates EXTRA DATA.xlsx

• AdventureWorks.xlsx

• AdventureWorks2012 (LARGE).xlsx

• Pubs-Cardinality.xlsx

• Population of Countries.xls

• EmployeeSales.xlsx

• For Power BI Charting.xlsx

• Power BI Step by Step.pdf

• Power BI Training Guide.pdf

• SalesData_MultiTabs.xlsx

• End to End Power BI.pdf

• Data Storytelling by BCG.pdf

• How to Choose the Right Chart by Chartio.pdf

• TradingView Tree Map

https://workout-wednesday.com/power-bi-challenges/

https://curbal.com/

https://training.foresightbi.com.ng/courses/power-bi-developer-internship

The 10 Commandments of Good Graphics by Steve Figard.pdf

Gartner MAGIC QUADRANT 2022 FOR BI TOOLS

Datacamp Power BI Cheatsheets

Datacamp - Formulas_in_DAX_Cheat_Sheet.pdf

Datacamp - Power+BI_Cheat+Sheet.pdf

which charts to use.pdf

18 types of bar charts.pdf

how to tell data storytelling.pdf

how to build CEO dashboard.pdf

6 mistakes to avoid in Data Analytics.pdf

7 Data Analytics Projects.pdf

• WSQ Resource Management - Practical Answer.xls

• https://www.alvinang.sg/s/An-Introduction-to-Management-Science-Andersen-Sweeney.pdf

• https://www.alvinang.sg/s/Practical-ManagementScience-Winston-and-Albright.pdf

• https://www.alvinang.sg/s/BUS107_StudyGuide-2014.pdf AHP for Perdaus.xls

https://www.superdecisions.com/

Intro to AHP.pdf

AHP in DSTA.pdf

https://medium.com/operations-research-bit/topics-in-operations-research-704d462b0f14

Degree of Freedom

Statistics Cheatsheets

Statistics Cheatsheet.pdf

Statistics Quick Reference Guide.pdf

Stats with Excel (Course Activity)

• Course Activity for Stats with Excel.xls

• https://stats.mom.gov.sg/SL/Pages/Labour-Force-Introduction.aspx

• https://www.straitstimes.com/business/median-monthly-household-incomes-in-s-pore-above-10000-in-2023-for-second-consecutive-year

• https://careerfoundry.com/en/blog/data-analytics/standard-error-vs-standard-deviation/

• https://thesire.sg/average-penis-size-in-singapore-sg/

• MOH Covid

• SUSS Statistics Formulas.pdf

15 Data Fallacies

• https://www.statssolver.com/calculators/hypothesis-testing.html

• https://www.statskingdom.com/140MeanT2eq.html

• https://www.drdawnwright.com/tail-of-the-test-interpreting-excel-data-analysis-t-test-output/

• https://support.microsoft.com/en-us/office/use-the-analysis-toolpak-to-perform-complex-data-analysis-6c67ccf0-f4a9-487c-8dec-bdb5a2cefab6

Datacamp Statistics Cheatsheets

• Datacamp - Descriptive_Statistics_Cheat_Sheet.pdf

• Datacamp - Probability_Cheat_Sheet.pdf

STRIPE - The_DNA_of_an_Adaptive_Enterprise

STRIPE - Stripe_2023_Insights_Report

https://www.channelnewsasia.com/singapore/syndicate-card-counting-mbs-casino-baccarat-formula-plead-guilty-3969121

excel data analysis.pdf

10 Excel functions every Financial Analyst should know.pdf

https://imagetoexcel.com/

https://www.instagram.com/excelbychris/

https://excel-skool.com/

https://www.excel-bot.com/

https://formulabot.com/

https://aiexcelbot.com/

https://formula.dog/

Datacamp Excel Cheatsheets

Datacamp - Data Manipulation in Excel Cheat Sheet.pdf

Datacamp - Excel_Cheat_Sheet.pdf

Data Analytics with Excel Course Activities

• Excel Activities.xlsx

Data Analytics with Excel Course

• PP Q1.xls

• PP Q2.xls

• PP Q3.xls

• Preparation.doc

Excel Dashboard Template

• https://exceldashboardtemplate.com/

• Excel Dashboard Template.xls

• Sample_Card_Layout_For_Excel_Crew.xlsx

• Foraging_Guide.xlsx

• Futuristic_Dashboard.xlsx

• Color_Guide.xlsx

• Light_Blue_Theme_for_Newsletter.xlsx

• sample_dash_filters_pc.xlsx

• Newsletter_Sample_Template.xlsx

• Geo Dash.xlsx

• GeoVisual.xlsx

• Ecommerce Dash.xlsx

Others

• Geographical Heatmap of Singapore.xls

• Sunburst Chart Showing Work Activities.xls

• https://excelformulabot.com/

DOE CHATILLON AND URANIA SIMULATOR.xlsx

https://support.minitab.com/en-us/datasets/doe-data-sets/golf-ball-data/

https://support.minitab.com/en-us/minitab/21/help-and-how-to/statistical-modeling/doe/how-to/mixtures/create-mixture-design/before-you-start/overview/

https://sigmazone.com/catapult-grid/

https://www.itl.nist.gov/div898/handbook/pri/pri.htm

Response Surface Design (old Minitab manual).pdf

Mixture Design (old minitab manual).pdf

Taguchi Design (old minitab manual).pdf

Getting Started with Minitab Statistical Software.pdf

ShippingData.csv

https://www.jmp.com/support/help/en/18.0/?os=win&source=application#page/jmp/introduction-to-doe.shtml#

Reactor Response.jmp

Reactor Factors.jmp

Reactor 32 Runs.jmp

Tennis Ball.jmp

Plasticizer.jmp

Nylon Tube.jmp

Bodies

https://cdmp.info/

https://www.dama.org/cpages/home

https://datagovernance.com/

https://edmcouncil.org/

https://booksite.elsevier.com/9780123743695/10steps_DataCategories.pdf

Open Refine

https://openrefine.org/

https://librarycarpentry.github.io/lc-open-refine/aio.html

https://datacarpentry.github.io/OpenRefine-ecology-lesson/aio.html

https://web.archive.org/web/20190105063215/http://enipedia.tudelft.nl/wiki/OpenRefine_Tutorial

Tools

https://datakitchen.io/

https://bestofbi.com/products/sql-power-dqguru-data-quality/

https://greatexpectations.io/

https://www.getdbt.com/

https://dagster.io/

https://www.dataqualitypro.com/

https://open-metadata.org/

https://griffin.apache.org/

https://datacleaner.github.io/

https://datascienceatthecommandline.com/

https://www.datafix.com.au/cookbook/index.html

Datasets

doaj-article-sample.csv

Portal_rodents.csv

Checklist for data quality.xls

Data Quality Example.xls

EmployeeSales (edited for Data Quality Course).xls

Data Quality Rules.xls

Blogs

https://atlan.com/data-governance-framework/?ref=/open-source-data-governance-tools/

https://atlan.com/data-governance-framework/

https://www.edq.com/blog/data-quality-vs-data-governance/

https://atlan.com/data-mesh-principles/

https://atlan.com/master-data-management-vs-metadata-management/

https://atlan.com/improve-data-quality/

https://atlan.com/data-quality-metrics/

https://www.gartner.com/smarterwithgartner/how-to-improve-your-data-quality

https://tdan.com/category/data-topics/data-quality-articles-blogs-education

Singapore Public Service

Statistical Best Practices by Singstat (2020).pdf

Improve Data Quality by Singstat (2020).pdf

STB Data Governance Playbook.pdf

MAS Data Governance.pdf

Slides and Whitepapers

EY - Becoming an Analytics Organization.pdf

Creating an Enterprise Data Strategy - Beye Network.pdf

A Definitive Guide to Data Governance - Trillium Software.pdf

TADA Data Quality Concepts.pdf

Introduction to Data Governance and Stewardship - Salesforce.pdf

5 Levels of Master Data Management Maturity - Baseline Consulting.pdf

Dataprep - Acclerate Data for AI.pdf

ISO Data Quality 8000-1 (partial).pdf

ISO-8000-61-2016 (partial).pdf

ISO-8000-2.pdf

ISO 8000-150.pdf

ISO-8000-63.pdf

ISO and TDQM.pdf

A Product Perspective on Total Data Quality Management - Richard Wang.pdf

Datacamp Data Quality Cheatsheets

Datacamp - Cheat Sheet DS For Business Leaders.pdf

Datacamp - Data Quality Dimensions.pdf

Datacamp - Data Governance Cheat Sheet.pdf

What Makes a Good Data Set by Tableau.pdf

Intelligent Real-time Medicine Inventory Management Solution
​How might we develop an centralized inventory solution that provides real-time intelligence to optimize the demand and supply for medicinal drugs and reduce the wastage and cost inefficiencies for dispensaries?​
Award: SGD30,000

Understanding Customer Order Behaviour for More Efficient Supply Chain
How can we better understand our customers’ orders to fulfil their requests in a timely manner to
improve the customer experience, while ensuring efficiency in supply chain planning and inventory
management?​
​Award: SGD 25,000

Tracking Solution for Liquid-based Stock
​How can we help our customers track and manage their liquid-based stock on a real-time basis?
Award: SGD 10,000

Dynamic Digital Floor Plans, Time Schedules and Route Optimization for Exhibition Spaces
How might we better plan and execute the movement of exhibits into and out of diverse and dynamic event sites with greater efficiency?
Award: SGD 35,000

Data Analytics To Identify Opportunities For Developing Better Financial And Non-Financial Offerings
How might we better understand our customer’s needs, so we develop financial and nonfinancial offerings (e.g. products, insights, education materials, etc.) that better meets their current and emerging needs to better engage the investors in the customer buying journey?​
Award: SGD 50,000

Real-Time Data Visualization and Predictive Analytics
How might we create a platform, drawing on our database of real-time receipts data, to not only visualise shopper past behaviour but also to provide predictive shopper actionable insights that will enable brand owners to timely, effectively reach and engage targeted
shoppers?
Award: SGD 20,000

Elevated Customer Experience Through Integrated Insights From Digital Solutions
How can we elevate our customers’ digital experience in a seamless and personalised manner by providing valuable integrated insights across Carrier’s suite of digital solutions?
Award: SGD 25,000

Collaborative Platform For Mall Tenants To Provide Complementary Services That Delight Mall Goers
​How might we create a digital collaboration tool, powered by collective data insights, for shopping mall tenants to collaborate among themselves, so as to provide complementary products and services for the mall-goers?
Award: SGD 30,000

Predictive Recommendation Engine To Match Business Event Attendees With The Right People And The Right Content
​How might we create a predictive engine for more accurate match rate for professional event attendees to networks and content during and after the event?
Award: SGD 35,000

Visualization Tool that Provides Data Driven Insights For Better Event Evaluation
​How might we create a visualisation tool to process visitors and other related-event data so as to empower event organisers and owners to better evaluate event success and ROIs?​
Award: SGD 35,000

Smart Customer Relationship Management System
​How might we automate the ordering process to be more efficient and effective, and achieve a better customer experience?
Award: SGD 35,000

Understanding Customer Order Behaviour For Better Customer Experience
​How might we gain insights of the customer’s ordering behavior to facilitate an improved order management with better customer experience?
Award: SGD 25,000

A Data Analytic Collaborative Platform for Insurance Ecosystem Partners and Clients
​How might we create a shared data platform with our ecosystem of partners and clients that can support innovative health and life insurance services?
Award: SGD 20,000

Understanding Users' Behaviour Through Data Analytics And Transaction Tracking Methods Within Mobile App
​How might we provide an integrated mobile platform that can enable, track and manage communications and transactions between app users (home residents) and ResidentServices™ Providers (RSPs) and effectively connecting and engaging them, so that we can turn these data into valuable insights, predictions and decisions?
Award: SGD 20,000

Healthcare Oncology Patient Experience Portal
​​How might we create a digital platform to empower cancer patients and their families along their treatment and recovery journey with external parties and treatment information, so as to make better and sound decisions and stay connected with key communities?
Award: SGD 25,000

Analytics and Insights to Improve Efficiency of Internal Business & Operational Processes
How might we improve our internal processes to derive relevant insights, particularly through utilising our data, in order to operate more effectively and efficiently?​
Award: SGD 20,000

Enhance Maintainability of Pre-Fabrication Facility
​​How might we intelligently manage and perform preventive maintenance of equipment and machinery in our construction and pre-fabrication facility?
Award: SGD 30,000

Automation Of Data Extraction And Verification For Contact List Building
​How might we automate the collection and verification of potential customer contact lists, to increase accuracy and save time for higher value work?
Award: SGD 20,000

Asset Management & Investment Recommendation Solution for Portfolio Managers and Analysts
​How might we create solution that provides robust investment models, that takes into account the huge amounts of data that are available for analysis, in order to come up with well-timed actionable investment recommendations that results in market outperformance, after all possible slippage costs are considered?
Award: SGD 20,000

Intelligent Dynamic Scheduling & Placement System to Facilitate Grave Exhumation & Reinterment
​How might we create a dynamic yet able to meet time specific needs with automated exhumation scheduling and reinterment placement process of graves?
Award: SGD 35,000

Integrated Procurement Chain System for Optimisation of F&B Ecosystem
​​How might we provide an integrated procurement chain system that can connect F&B operators’ front-of-house to its suppliers’ warehousing and logistics needs seamlessly, to enable smarter purchasing decisions?
Award: SGD 25,000

1. https://www.openinnovation.sg

2. https://www.openinnovationnetwork.gov.sg/home

3. Assessment of the ASEAN Energy Database System.pdf

4. https://better.sg/

POORDAD.pdf