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    <title>DEV Community: William Lim S.E., M.Fin</title>
    <description>The latest articles on DEV Community by William Lim S.E., M.Fin (@williamlimsemfin).</description>
    <link>https://dev.to/williamlimsemfin</link>
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      <title>DEV Community: William Lim S.E., M.Fin</title>
      <link>https://dev.to/williamlimsemfin</link>
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    <item>
      <title>Debugging the Year-End Market: Why Tech (GOTO) is Outperforming the Index</title>
      <dc:creator>William Lim S.E., M.Fin</dc:creator>
      <pubDate>Tue, 30 Dec 2025 09:20:28 +0000</pubDate>
      <link>https://dev.to/williamlimsemfin/debugging-the-year-end-market-why-tech-goto-is-outperforming-the-index-45mh</link>
      <guid>https://dev.to/williamlimsemfin/debugging-the-year-end-market-why-tech-goto-is-outperforming-the-index-45mh</guid>
      <description>&lt;p&gt;The Market Anomaly of Dec 30, 2025&lt;br&gt;
As a financial strategist who looks at markets through a quantitative lens, today's data from the Jakarta Stock Exchange (IDX) presented an interesting edge case.&lt;/p&gt;

&lt;p&gt;Usually, on the penultimate trading day of the year (Dec 30), we expect a "Window Dressing" algorithm to run: if (date == year_end) { buy_blue_chips(); }&lt;/p&gt;

&lt;p&gt;Today, that function failed to execute.&lt;/p&gt;

&lt;p&gt;The Data Dump&lt;br&gt;
Index ($JKSE): -0.41% (8,609)&lt;/p&gt;

&lt;p&gt;Banking Sector ($BBRI): -3.17% (Significant Outlier)&lt;/p&gt;

&lt;p&gt;Tech Sector ($GOTO): +1.56% (Relative Strength)&lt;/p&gt;

&lt;p&gt;Root Cause Analysis&lt;br&gt;
Why is the "Old Economy" (Banks) crashing while "Tech" rises in a risk-off environment?&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;&lt;p&gt;The Interest Rate Bug The US economy is showing resilience (Retail Sales +3.9%), which implies the Federal Reserve might keep rates "Higher for Longer" in 2026. Banks hold government bonds. When rates stay high, bond values drop. The market is "repricing" this risk today by selling BBRI.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;The Efficiency Patch Tech companies like GoTo spent 2025 refactoring their codebases (business models). They cut bloat (opex) and optimized for profitability rather than just GMV (Gross Merchandise Value). Today's price action (+1.56%) is the market verifying that the "Optimization Patch" was successful.&lt;/p&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;The 2026 Algorithm&lt;br&gt;
If you are managing a portfolio (or an algo), the signal from today is clear:&lt;/p&gt;

&lt;p&gt;Deprecated: "Growth at all costs" and heavy balance sheets dependent on low interest rates.&lt;/p&gt;

&lt;p&gt;Production Ready: Capital-efficient tech and hard asset hedges (Gold is holding ~$4,378).&lt;/p&gt;

&lt;p&gt;I am rebalancing my personal allocation to favor these "Optimized" sectors for Q1 2026.&lt;/p&gt;

&lt;p&gt;Happy coding and happy trading. See you in the next cycle.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://www.hebitalwealthcollege.com/" rel="noopener noreferrer"&gt;https://www.hebitalwealthcollege.com/&lt;/a&gt;&lt;br&gt;
&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fg91p7nbrk2z0qcgiifb2.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fg91p7nbrk2z0qcgiifb2.png" alt=" " width="800" height="474"&gt;&lt;/a&gt;&lt;/p&gt;

</description>
      <category>markettrends</category>
      <category>algotrading</category>
      <category>fintech</category>
    </item>
    <item>
      <title>Why My Trading Algorithms Sleep on Christmas Eve (And Yours Should Too)</title>
      <dc:creator>William Lim S.E., M.Fin</dc:creator>
      <pubDate>Wed, 24 Dec 2025 10:16:28 +0000</pubDate>
      <link>https://dev.to/williamlimsemfin/why-my-trading-algorithms-sleep-on-christmas-eve-and-yours-should-too-1251</link>
      <guid>https://dev.to/williamlimsemfin/why-my-trading-algorithms-sleep-on-christmas-eve-and-yours-should-too-1251</guid>
      <description>&lt;p&gt;In software development, we handle edge cases. In financial markets, Christmas Eve is an edge case.&lt;/p&gt;

&lt;p&gt;Today, the Jakarta Stock Exchange (IDX) remained open, but the data feed tells a warning story. The trading volume plummeted to 15.54B shares, a ~53% drop day-over-day.&lt;/p&gt;

&lt;p&gt;For those of us who build trading systems or trade manually based on technicals, this presents a "Null Liquidity" problem.&lt;/p&gt;

&lt;p&gt;The Bug in the System: Most technical indicators (RSI, MACD, Moving Averages) rely on standard volume participation to be valid. When volume disappears:&lt;/p&gt;

&lt;p&gt;False Signals: A small buy order can spike the price artificially because there are no sellers to absorb it.&lt;/p&gt;

&lt;p&gt;Slippage: The gap between your OrderPrice and ExecutionPrice widens significantly.&lt;/p&gt;

&lt;p&gt;Volatility Traps: Low liquidity environments are prone to "stop hunts."&lt;/p&gt;

&lt;p&gt;The Macro Exception: While equities are in a System.Sleep() mode, the commodities API is firing. Gold spot price punched through $4,500 today. This is a raw signal of "risk-off" sentiment heading into 2026.&lt;/p&gt;

&lt;p&gt;The Code for Today: The best function you can run today is not Buy() or Sell(), but Wait(). I am using this downtime to refactor my thesis for Q1 2026. If you treat trading like engineering, you know that uptime is important, but maintenance windows are critical.&lt;/p&gt;

&lt;p&gt;Consider today a maintenance window.&lt;br&gt;
&lt;a href="https://www.hebitalwealthcollege.com/" rel="noopener noreferrer"&gt;https://www.hebitalwealthcollege.com/&lt;/a&gt;&lt;br&gt;
&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F8jika9svszxvqjsgz53h.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F8jika9svszxvqjsgz53h.png" alt=" " width="800" height="474"&gt;&lt;/a&gt;&lt;/p&gt;

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      <category>investment</category>
      <category>algotrading</category>
      <category>fintech</category>
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