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Making data driven investing decisions

WELCOME TO DATA SCIENCE INVESTOR
Disclaimer
This is a site to publish my findings and research which are based on data science to aid you in your decision making process for investments in stocks and property, particularly in the Singapore market. This site may also contains affiliate links which I may receive a commission if you press on these links.
Please take note that all data and information provided on this site is for informational purposes only and do not represent investment advice. Posts presented are purely representations of my work. There is no guarantee on the accuracy, completeness, suitability or validity of any information on this site. Please consult a financial professional for professional financial advice.
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2025 Portfolio Update: A 15.6% Return For The Full Year. CAGR of 13.2% Since 2021.
When I wrote my 2024 review last year , the CAGR was 12.7% across a 4-year period. The CAGR now stands at 13.2% across a 5-year period after a 15.6% return in 2025. I don’t think this result is too shabby but I was honestly expecting a better result at the end of Q3 2025. When Q3 was concluded, my YTD return was 21.3% and I was expecting that I could end 2025 with a >20% return. Unfortunately, Bitcoin has a different idea and dragged my portfolio down in Q4. The monthly retur

datascienceinvestor
Jan 44 min read


Your Career and Your Home Are Not Separate Decisions. They Shape Each Other More Than You Think.
We often talk about career planning and housing upgrades as if they sit in separate compartments. “Should I take this higher-paying job?” “Should we buy a $2M or $2.5M home?” Most people make these decisions in isolation- evaluating salary, commute time, mortgage affordability, or interior space. But in reality, these decisions interlock . One impacts the other far more than most people realise. Over the past few months, as I discussed with like-minded individuals about long

datascienceinvestor
Nov 30, 20254 min read


Climbing The Wealth Ladder By Leveraging (?)
The past few months have been rather hectic as I began adjusting to life with a new member in the family household. That probably also...

datascienceinvestor
Sep 14, 20255 min read


2024 Portfolio Update: A 35.5% Return For The Full Year. CAGR of 12.7% Since 2021.
After 4 years of publishing my portfolio returns, I almost beat the market (S&P 500). The total return of my portfolio since January 2021 is 61.3%. The index has a return of 64% in the same period. The CAGR of my portfolio now currently stands at 12.7% after 4 full years. Not too shabby I guess but I still feel a little gutted to be lagging the market by a little. For those who have been following my blog, I constantly publish my portfolio updates over the past 4 years. In ca

datascienceinvestor
Jan 5, 20254 min read


Random Investment Thoughts on CNY Eve
It's the time of the year when the streets in Singapore get really quiet as everyone starts their CNY celebrations at home. The past few...

datascienceinvestor
Feb 9, 20243 min read


Worst investing mistakes I made in my 20s
Once in a while, you will sit back and do some retrospective on different things. I was recently reflecting on my investing journey...

datascienceinvestor
Jun 11, 20237 min read


My experience with Instarem's amaze card (and why I think you should use it too)
As a frequent business traveller, I often mull over which card should I be using for my overseas spends. I have heard of many people...

datascienceinvestor
May 28, 20235 min read


Some things in life are not worth taking chances with
In an earlier article, I pointed out the fact that luck actually plays a big part in the investment journey of most. Many times, we got...

datascienceinvestor
May 6, 20232 min read


Big technological ideas in 2023- are you investing in any of them?
Almost two weeks ago, ARK Invest released its seventh edition of Big Ideas. You can find the link to the full content here. I know many...

datascienceinvestor
Feb 11, 20234 min read


How to Pass WSET Level 3
This is not the usual weekly financial related article. I have recently received the results of my WSET Level 3 exam and like to share my...

datascienceinvestor
Nov 5, 20226 min read


Decumulating your wealth is as important as accumulating your wealth
Most of us place too much importance on money. Period. I am guilty of that too. This is also probably the main reason why I started this...

datascienceinvestor
Oct 8, 20224 min read


November Portfolio Update
Here's an update on the portfolio's performance. YTD Performance Passive Portfolio: +0.69% Vanguard 500 Index: +23.04% (Source: Portfolio...

datascienceinvestor
Dec 4, 20213 min read


My experience with an insurance platform which returns you half the commissions
The idea of having a platform to simplify our search for a particular need has always fascinated us. If you are looking for the best deal...

datascienceinvestor
Nov 8, 20216 min read


Interview with Now Realise (a YouTube channel on Personal Finance, Happiness & Growth)
Singapore has a vibrant financial community with more and more financially savvy individuals coming forward to share their investment...

datascienceinvestor
Oct 27, 202111 min read


The story of creating a bestseller book before release (NFT-related)
I was very amazed by a story over the past weekend that I thought it's a good idea to share with the readers here. It's a story of how a...

datascienceinvestor
Sep 8, 20214 min read


How long do I need to recover from a "bad" investment?
As retail investors, I'm sure this question comes up more often than not in our minds. We made a particular investment at a bad timing...

datascienceinvestor
Jul 21, 20214 min read


Investing in wines and fine arts
In many of my earlier articles, I have emphasised on the need to have a well diversified portfolio where most of the constituents/asset...

datascienceinvestor
Feb 24, 20215 min read


After one year of blogging..
It's December again- time for some reflections for the year. I started this blog sometime around Dec in 2019 so this could probably be...

datascienceinvestor
Dec 16, 20208 min read


A look back at the past 6 months
Disclaimer: This post is mainly a post of reflection and do not contain data-backed analysis on either property or stock. This blog was...

datascienceinvestor
Jun 17, 20204 min read


COVID-19: Will the market behave the same this time round?- Part 3
It took me some time to start writing the third part of this series. I wrote Part 2 in February and it had been more than three months...

datascienceinvestor
May 20, 20206 min read
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