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Casino Math Can Power Your Portfolio: How Investors Can Win The Risk–Reward Game

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Casino Math Can Power Your Portfolio: How Investors Can Win The Risk–Reward Game


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Winning more trades doesn’t mean winning more money. Alok Jain says long-term success comes from casino math—small losses, big winners

Casino Math

Investors often fixate on being “right” in the stock market by chasing the highest possible number of winning trades. But according to Alok Jain, founder of Weekend Investing, true long-term success in the markets comes from a counterintuitive principle: casino math. Addressing investors, Jain said the same probability-driven logic that enables casinos to earn billions can also help individuals build stronger and more profitable portfolios.

To explain the idea, Jain began with how casinos operate despite occasionally paying out massive jackpots. “A 25-year-old software engineer wins $39 million after betting just $100. Someone else wins $3 million on a $3 bet. Yet casinos continue to thrive because they focus on managing risk and reward—not on win rates,” he said.

In a typical setup, a casino might allow players to win seven out of 10 games. Even with that apparent disadvantage, the casino still profits because its losses are small while its gains are large. For instance, if the casino wins three rounds earning ₹100 each (₹300 total) but loses seven rounds losing ₹30 per round (₹210), it still makes a profit of ₹90. “The math defies intuition,” Jain explained, “but this is the essence of risk–reward.”

He then translated this concept into personal investing using a comparison between two investors—Ram and Sham. Ram wins 75% of his trades but settles for small gains while suffering large losses. Sham, in contrast, wins only 25% of his trades, but his winners are large and his losses are tightly controlled. At the end of the year, Ram ends up with just a 5% return, while Sham earns 13%. “The investor with more losing trades actually makes more money. That’s the power of reward overpowering risk,” Jain noted.

Jain said many investors behave like Ram because of loss aversion, a behavioural bias where losses hurt far more than equivalent gains feel good. This leads people to hold on to losing stocks in the hope of recovery, while booking profits too early on winning positions. “We deceive ourselves,” he said. “A stock falling from ₹100 to ₹60 is treated as temporary. Investors convince themselves it will bounce back, even as the damage keeps increasing.”

The impact of deep losses can be severe, Jain warned. A 50% fall requires a 100% gain just to recover. Falling another 30–40% pushes investors into an almost unrecoverable “ditch.” The core principle, he stressed, is simple: cut losses early and let winners run.

Jain also shared real data from a 242-trade systematic momentum strategy. Even though losing trades were higher than winning ones (52% losers versus 48% winners), the average winning trade delivered 25% returns, while average losses were capped at 9%. A handful of multi-bagger stocks—posting gains of 144%, 219% and even 298%—accounted for most of the portfolio’s overall performance. “Just like the Pareto principle, 20% of trades generate 80% of the returns,” he said.

The central takeaway, Jain emphasized, is that a high win rate does not guarantee profitability—risk–reward discipline does. “Don’t cling to losing stocks. Don’t fear rising stocks. Use stop-losses, churn smartly and allow the math to work in your favour,” he advised.

He urged investors to introspect on their behavioural biases and adopt systematic investing approaches that prioritise survival, consistency and large winners—rather than chasing bragging rights based on hit rates alone.

Aparna Deb

Aparna Deb

Aparna Deb is a Subeditor and writes for the business vertical of News18.com. She has a nose for news that matters. She is inquisitive and curious about things. Among other things, financial markets, economy, a…Read More

Aparna Deb is a Subeditor and writes for the business vertical of News18.com. She has a nose for news that matters. She is inquisitive and curious about things. Among other things, financial markets, economy, a… Read More

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Goldman Sachs is about to report fourth-quarter earnings — here’s what the Street expects

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Goldman Sachs is about to report fourth-quarter earnings — here’s what the Street expects


Goldman Sachs CEO David Solomon speaks during an interview at the Economic Club of Washington in Washington, D.C., U.S., Oct. 30, 2025.

Kevin Lamarque | Reuters

Goldman Sachs is scheduled to report fourth-quarter earnings before the opening bell Thursday.

Here’s what Wall Street expects:

  • Earnings: $11.67 per share, according to LSEG
  • Revenue: $13.79 billion, according to LSEG
  • Trading revenue: Fixed income of $2.93 billion, equities of $3.70 billion, per StreetAccount
  • Investing banking fees: $2.58 billion, per StreetAccount

Goldman Sachs is set up to be a beneficiary of several trends in the fourth quarter.

Trading desks across Wall Street have benefited in the last year as President Donald Trump’s policies have roiled markets for bonds, currencies, commodities and stocks.

For instance, rival JPMorgan Chase topped expectations for fourth-quarter results on equities and fixed income trading revenue that exceeded the StreetAccount estimate by a combined $460 million.

Global investment banking revenue in the quarter was 12% higher than a year ago, according to Dealogic, which should provide a boost to Goldman’s advisory business.  

The firm’s asset and wealth management division should also see gains as stock market levels remained buoyant in the quarter.

Finally, the bank said last week that its deal to offload its Apple Card business to JPMorgan would result in a 46-cents-per-share boost to quarterly results.

This story is developing. Please check back for updates.



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After Backlash, Elon Musk Grok To Stop Creating Undressed Images Of Real People On X

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After Backlash, Elon Musk Grok To Stop Creating Undressed Images Of Real People On X


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X decision came after facing outrage over the misuse of Grok, where the AI Chatbot was found to be complying with user requests to digitally undress images of real people.

Elon Musk’s Grok can no longer undress images of real people on X. (Representative Image)

Elon Musk’s Grok can no longer undress images of real people on X. (Representative Image)

Amid the rising concerns over the sexualised AI deepfakes in countries including the UK and US, Elon Musk’s Grok artificial intelligence chatbot will no longer edit “images of real people in revealing clothing” on X, the company confirmed Wednesday evening.

The company’s decision came after facing global outrage over the misuse of Grok, where the AI Chatbot was found to be complying with user requests to digitally undress images of adults and, in some cases, children.

“We have implemented technological measures to prevent the Grok account from allowing the editing of images of real people in revealing clothing such as bikinis. This restriction applies to all users, including paid subscribers,” X wrote via its Safety team account.

Within the last week xAi, which owns both Grok and X, restricted image generation for Grok on X to paying X premium subscribers

CNN reported that it has been observed that in the last few days, Grok’s X account had modified how it responded in general to users’ image generation requests, even for those subscribed to X premium.

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Elon Musk’s X to block Grok from undressing images of real people

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Elon Musk’s X to block Grok from undressing images of real people


Elon Musk’s AI model Grok will no longer be able to edit photos of real people to show them in revealing clothing, after widespread concern over sexualised AI deepfakes in countries including the UK and US.

“We have implemented technological measures to prevent the Grok account from allowing the editing of images of real people in revealing clothing such as bikinis.

“This restriction applies to all users, including paid subscribers,” reads an announcement on X, which operates the Grok AI tool.

The change was announced hours after California’s top prosecutor said the state was probing the spread of sexualised AI deepfakes, including of children, generated by the AI model.

The update expands measures that stop all users, including paid subscribers, editing images of real people in revealing outfits.

X, formerly known as Twitter, also reiterated in a statement on Wednesday that only paid users will be able to edit images using Grok on its platform.

This will add an extra layer of protection by helping to ensure that those who try and abuse Grok to violate the law or X’s policies are held accountable, it said.

Users who try to generate images of real people in bikinis, underwear and similar clothing using Grok will be stopped from doing so according to the laws of their jurisdiction, X’s statement said.

In a statement on Wednesday, California Attorney General Rob Bonta said: “This material, which depicts women and children in nude and sexually explicit situations, has been used to harass people across the internet.”

Malaysia and Indonesia have blocked access to the chatbot over the images and UK Prime Minister Sir Keir Starmer warned X could lose the “right to self regulate” amid outrage over the AI images.

Britain’s media regulator, Ofcom, said on Monday that it would investigate whether X had failed to comply with UK law over the sexual images.



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