Thoughts about the markets, automated trading algorithms, artificial intelligence, and lots of other stuff

  • The Midterm Message: Takeaways From The Blue Tsunami

    Well, I hope you took my reminder to heart and voted last week.

    And like many elections, I’m sure many are surprised and unhappy with the results.

    The 2026 midterm elections delivered a decisive victory for Democrats, who took control of both the House and the Senate. Republicans lost states they had carried comfortably for many elections, and several races produced seemingly outlandish results … but were they really?

    Democrats Taunt Republicans Over Midterm Losses

    Jonathan Brown via Cagle

    Most surprisingly, Texas and Kansas flipped.

    Texas hadn’t been blue since the early ’90s, and Kansas hadn’t since the Wizard of Oz was in theaters.

    It’s tempting to interpret an election like this as a dramatic shift in the political identity of the country. Democrats will undoubtedly celebrate it as a mandate, while Republicans will spend the coming weeks trying to understand what went wrong. Thankfully, many pundits on both sides are trying to bring the commentary back down to earth.

    For me, that’s actually less important. Media inflammation and election volatility are par for the course.

    What this represents to me is potentially a bigger shift, not in what Americans believe … but in what they’re willing to tolerate.

    A Referendum on Promises

    In many ways, this election was a referendum on the Republican Party’s ability to deliver on its promises in the past 2 years.

    Republicans entered the cycle controlling the White House and both chambers of Congress. They had campaigned on affordability, economic growth, reducing government waste, and keeping America out of expensive foreign conflicts. Those messages were compelling, especially for voters who felt the previous administration had lost touch with their everyday concerns.

    But governing is different from campaigning.

    The economy is a good example. Stock market performance, corporate earnings, and headline economic growth can all paint an encouraging picture. But those numbers don’t necessarily reflect the financial reality of the average household. People aren’t measuring economic success by the S&P 500 if they’re struggling to pay their electricity bill or put groceries on the table.

    Spam is flying off the shelves for a reason.

    This was one of the more interesting points in Senator Ted Cruz’s post-election commentary. Even as he defended the broader Republican economic philosophy, he acknowledged that his party had failed to connect its accomplishments and economic messaging with the experiences of everyday Americans.

    It’s a fair criticism, and one that extends beyond Republicans.

    Economic policy isn’t particularly meaningful to voters if they don’t feel its benefits.

    Then there’s the Iran war.

    A significant part of the Republican political appeal in 2024 was the promise of putting America first and avoiding another prolonged international conflict. The decision to engage militarily with Iran created an uncomfortable contradiction for a portion of that coalition; it only worsened as the war dragged on.

    What’s particularly interesting is that opposition wasn’t limited to Democrats. Exit polling showed that most Americans believed military action was the wrong decision, including roughly one in four Republican voters.

    We’re also seeing a willingness among some Republican voters to break with their party’s leadership on other issues, including executive power, government accountability, and the priorities of Congress.

    In fact, some of the most interesting criticism following the election has come from the right itself.

    Conservative commentators, including Jesse Watters, Laura Ingraham, and Ben Shapiro, have questioned the party’s direction. Some have pointed to the war and trade policies. Others have criticized congressional Republicans for failing to accomplish more despite having the political opportunity to do so.

    They’d argue this isn’t a rejection of conservatism. It’s a recognition that voters expected certain things from their elected officials and didn’t feel they got them.

    The Republican Party now has to decide whether it wants to treat this election as an unfortunate setback or an indication that something within its coalition needs to change.

    Markets will spend the next few weeks asking the same question about every policy promise, in every sector — which ones were real, and which ones were theater.

    The Next Gen is Paying Attention

    Another important story from this election is how many young voters participated and which way they voted.

    Tufts University’s CIRCLE estimates that 27% of eligible young Americans voted in the midterms, making this the second-highest youth turnout in a midterm election in the past 30 years. Approximately 66% of voters between 18 and 29 supported Democratic House candidates.

    That’s a substantial shift from 2024, when Donald Trump made considerable gains with younger voters, particularly young men.

    Why the change?

    The economy is undoubtedly part of the answer. Younger Americans worry about housing affordability, job opportunities, healthcare, and whether they’ll be able to build the kind of financial future previous generations enjoyed.

    But there’s another issue worth considering: foreign policy.

    Younger Americans have grown increasingly skeptical of military intervention and prolonged foreign conflicts. They watched the wars in Iraq and Afghanistan unfold, and now they’re watching another generation of political leaders navigate conflict in the Middle East.

    The promise of keeping America out of unnecessary wars resonated with younger voters across the political spectrum. When that promise appeared to fall by the wayside, it created an opportunity for Democrats to win back voters they had struggled to connect with in 2024.

    However, I wouldn’t dismiss the Republican gains among young voters from the previous election as meaningless. This generation doesn’t necessarily have a permanent political home. They’re still figuring out what they truly believe as they wrestle with where their beliefs meet reality.

    And that brings us to another interesting development: the candidates themselves.

    Politics Has a New Language

    James Talarico in Texas, Jon Ossoff in Georgia, and Abdul El-Sayed in Michigan are three candidates worth watching.

    They have different backgrounds, different political philosophies, and different approaches to campaigning. But they share something that has become increasingly important in modern politics: an ability to communicate with today’s youth.

    Talarico has demonstrated an impressive ability to combine thoughtful, eloquent messaging with social media fluency. His campaign reportedly generated more than three billion organic video views. Ossoff has built a national following through his speeches, measured delivery, and ability to turn congressional moments into widely shared content. El-Sayed has embraced internet culture, humor, and a much more informal approach to political communication.

    All three are being lauded for cutting through the noise.

    I think the bipartisan win here is that the public is pushing back hard against negative campaign ads that avoid the actual issues.

    People seem open to an articulate presentation of an idea, challenge, or an explanation that helps them process a complicated issue in a way that feels understandable and believable. Unfortunately, in today’s terms, that means they likely want to hear it on TikTok after the fact.

    There’s something refreshing about candidates who can communicate with conviction without relying entirely on outrage.

    Of course, being a compelling communicator doesn’t make someone a good legislator. Social media popularity isn’t a substitute for policy experience or the ability to build consensus and reach across the aisle to make a lasting impact.

    But the ability to capture attention is increasingly a prerequisite for political success. Both parties would be wise to recognize that the next generation of political leadership may look and sound very different from the one we’re accustomed to.

    What Will Democrats Do With Their Victory?

    Democrats have won the House and Senate. They have a mandate to govern, or at least a significant opportunity to influence the country’s direction.

    But what will they actually do with it?

    For years, the vocal left has criticized Democratic leadership for being too passive, too accommodating, and too ineffective at advancing its own agenda. Progressive voters have frequently expressed frustration that Democratic politicians campaign on ambitious promises only to compromise or retreat when it comes time to deliver. As Ted Cruz pointed out, they often overreach only to fail before the finish line.

    Now they have a new chance to see what happens when their party has the numbers and an audience clearly unhappy with the status quo.

    Will Democrats take decisive action on affordability, healthcare, government accountability, and the issues that helped them win?

    Or will they spend the next two years consumed by investigations, political retaliation, Trump hatred, and attempts to undo everything the previous administration accomplished?

    There is a legitimate place for congressional oversight, but voters are going to expect more than investigations and press conferences.

    They want results.

    Then there’s the question of how far left the party will move.

    Is It Woke 3.0?!

    Republicans have spent considerable time warning that a Democratic victory would usher in a wave of far-left extremism. Some fear aggressive taxation, expanded government intervention, radical social policies, and a dramatic departure from the economic principles that have driven American growth.

    But how much of that is a realistic concern, and how much is political fear used to mobilize voters?

    We have watched similar predictions play out in the other direction. Democrats spent years warning about what a second Trump presidency would mean for American institutions and democracy.

    … Hopefully, it won’t surprise you to learn America hasn’t fallen, and won’t with the blue tsunami either.

    A Democratic victory doesn’t mean every progressive policy proposal suddenly has the support of the American electorate. The party contains a wide range of political perspectives, from moderates to democratic socialists, and those differences don’t disappear simply because they share an election victory.

    The question is whether Democratic leadership can balance those competing interests and produce a governing agenda that appeals to more than its most enthusiastic supporters.

    They have two years to demonstrate that they can.

    Signal, Not Sentiment

    For those of us watching the markets, this transition introduces another layer of uncertainty, and we’ve already seen AI companies take a hit as a result.

    A change in congressional control can influence everything from tax policy and government spending to trade, energy, regulation, and the broader business environment.

    The moves that disturb the most people are often the ones that end up mattering most.

    In the short term, it’s rarely the news itself that moves markets — it’s how everyone reacts to it. And even that reaction doesn’t always mean what you’d expect, because markets aren’t nearly as logical as we’d like them to be.

    If markets were logical, the smartest people in the room would always be the richest. They’re not.

    That’s the same noise every systematic trader is trained to filter out — the first move is rarely the real one. And corrections often come when you least want them. Experienced traders realize that markets have to disturb the most people in order to trigger trades … and that often means the most painful move is most likely.

    The important thing is not to confuse political drama with economic consequences.

    As we discussed last week, a story’s volume doesn’t necessarily reflect its importance. Political coverage often rewards the most dramatic interpretation, while the actual consequences take considerably longer to understand.

    What’s signal? What’s noise?

    And then there’s 2028

    Perhaps the biggest question coming out of this election isn’t what happens over the next few weeks. It’s what happens over the next two years.

    Midterm ads end as campaigns begin immediately

    Dave Whamond via Cagle

    The Democratic Party now has an opportunity to establish a new identity and develop its next generation of national leadership. Candidates like Talarico, Ossoff, and El-Sayed have shown an appetite for new voices and new approaches to political communication.

    But will Democrats move toward the center to capitalize on their broader coalition, or will their progressive wing push the party further left?

    Republicans face an equally important decision. Will they double down on the Trump movement, or begin building a political identity that extends beyond him? Will JD Vance emerge as the natural successor, or will another candidate reshape the party?

    Ultimately, this election is another reminder that political power is temporary, public sentiment is constantly evolving, and neither party should mistake winning an election for the game being over, or the battle being won.

    The next two years will tell us a lot about both parties’ direction, the strength of the American economy, and what voters actually want from their government.

    When the next presidential election arrives, we’ll have another chance to decide which direction we want to take.

    There are more questions than answers right now, and anyone who tells you otherwise has something to sell you. As always, the best next step is to stay focused “on the main thing” and plan for a bigger future, not a smaller one.

    Hope that helps.

    If you want a cleaner read on where things are headed than cable news offers, prediction markets like Polymarket and Kalshi increasingly bridge the gap between financial markets and our interpretation of what’s happening in the world.

    So, two years from now, who do you expect to see sitting in the Oval Office — and how many people will that surprise?

  • Are These the Best Years of Your Life?

    There’s a familiar idea that your best years are behind you. Maybe they were your college years, your 20s, when you were raising a family, or a time when life felt a little simpler. But what if the best years of your life aren’t something you look back on? What if they’re still ahead of you?

    via visualcapitalist

    A recent YouGov survey, visualized by Visual Capitalist, offers an interesting perspective. When asked which decade of life was the best, 34% of Americans under 30 chose their 20s. Among adults 65 and older, only 12% chose that decade.

    In fact, 32% of those 65 and older picked their 60s or 70s. Would you have guessed that when you were in your 20s?

    We tend to romanticize the past, especially when life changes. A career ends, children leave home, relationships evolve, or we move into a new stage of life. Suddenly, the previous chapter looks a little better than we remember it. We miss the people, the routines, the opportunities, and sometimes even the challenges. Familiarity has a way of making the past feel comfortable. That’s just human nature — we like tried and true. Knowing something worked before is often more comforting than believing something better might be out there. That’s why it’s worth remembering that “an answer” isn’t necessarily “the answer.” It’s just where we landed until something better comes along, and what was right yesterday isn’t automatically the right choice for tomorrow.

    Nostalgia isn’t about the past being better. It’s about the past being known.

    But remembering a good chapter and believing your best chapters are behind you are two very different things.

    Perspective plays a big role in how we experience life. If we’re constantly comparing today to yesterday, it’s easy to feel like we’re losing something. But if we can find something to look forward to, something to build, or something that makes the future feel bigger than the past, our perspective changes.

    That doesn’t mean every year will be better than the last. Life doesn’t work that way. Some seasons are harder than others, and some things really are worth missing. But there’s no reason to assume that getting older means life gets smaller.

    The next 10 years can beat the last 10, regardless of what decade you’re in. They might look different. Your priorities might change. Your definition of a good life might evolve. That’s okay.

    I hope the best years of your life are the ones you’re currently in and building toward.

  • Mountains Out of Molehills: Media, Politics, and the Business of Outrage

    Every election cycle brings a familiar warning: This is the most important election of our lifetime.

    The stakes are enormous! The country is at a crossroads! Democracy is on the ballot! The economy is hanging in the balance! If the other side wins, no one knows what will happen next!

    And then, a couple of years later, we do it all over again.

    Miraculously, the world keeps turning.

    As the 2026 midterm elections approach, it’s worth taking a step back and thinking about how we consume (political) information, how we react to disagreement, and how easily we can lose perspective when everything is presented as a crisis.

    This isn’t an argument that elections don’t matter. They do. Policies have consequences, elected officials make consequential decisions, and political disagreements often reflect genuine differences in values and priorities.

    But there’s a difference between recognizing that something matters and treating everything as an emergency.

    Unfortunately, the modern media environment doesn’t always reward that distinction.

    Outrage is a business model

    The media landscape has changed dramatically. News is no longer something we simply sit down and consume at a particular time of day. It’s an ongoing stream of headlines, notifications, commentary, clips, reactions, and opinions.

    And much of that content competes for the same limited resource: our attention.

    The Mountains Out of Molehills interactive graphic below shows the news cycle for topics ranging from asteroids and vaccines to Ebola and Zika. It’s an interesting reminder about media-informed fears.

    Screen Shot 2020-03-01 at 8.26.59 PM

    (Click To View Interactive Infographic) via InformationIsBeautiful

    A measured explanation rarely travels as far as an inflammatory headline. Nuance takes time. Outrage takes seconds. A complicated policy discussion might generate a few thoughtful responses, while a provocative soundbite can generate thousands of comments, shares, and arguments.

    This creates an interesting incentive structure.

    The more emotionally charged a story becomes, the more likely people are to engage with it. The more people engage, the more visibility it receives. And the more visibility it gets, the more important it can appear.

    The original story can get lost somewhere along the way.

    This isn’t limited to traditional news organizations, social media, podcasts, or even news stories. The attention economy has become a part of our culture.

    The cost of losing perspective

    This kind of environment has real consequences.

    For one, it makes productive conversations harder. It’s difficult to find common ground when we assume the worst about anyone who disagrees with us.

    It also makes it harder to tell meaningful developments from temporary distractions. Not every headline deserves the same level of attention. Not every controversy changes the country’s trajectory.

    Unfortunately, some do, and so you can’t just tune out.

    The challenge is that we’re often asked to make that distinction while we’re emotionally invested in the outcome.

    We have to be very conscious of the information we take in, the urgency and importance of the issues, and whether we truly need to react with haste or whether a cooler head would likely lead to better choices.

    Markets have a similar problem

    This is one of the reasons I find the relationship between media, politics, and financial markets so interesting.

    If you don’t know what your edge is … you don’t have one. And it’s tough to find a “signal” in a sea of noise. 

    Markets are constantly processing new information. Elections, economic policy, international conflicts, interest rates, corporate earnings, and countless other developments can influence investor expectations.

    But markets don’t react to headlines in a vacuum. They react to changing expectations about the future, and there’s often a big difference between how an event is portrayed and how it ultimately affects the underlying economic environment.

    An election can create uncertainty without fundamentally changing the long-term outlook for businesses. A frightening headline can trigger a temporary market reaction without changing an investment’s underlying value. Conversely, a seemingly unremarkable development can have meaningful consequences that take months or years to become apparent.

    I sound like a broken record, but it all boils down to signal vs. noise.

    It’s a fractal lesson that applies to trading, politics, and the media we consume.

    We should care about what’s happening in our country. We should pay attention to the decisions being made on our behalf, challenge our assumptions, and be willing to change our minds when the evidence calls for it.

    But we should also be careful not to let every headline, disagreement, or political development become a mountain.

    Sometimes a molehill really is just a molehill.

    So, as you head to the polls and into the last quarter of the year, take a breath, step back, and focus on the mountains worth climbing.

    Onwards!

  • The Trick To Halloween Treats

    As I edit this post, I’m eating a Reese’s peanut butter cup that survived last night’s onslaught of trick-or-treaters (perhaps because some of them were in a backup container in my office … you know, in case we ran out of other candy…). So, when I saw this Halloween-themed infographic, I thought: “Good, but it probably needs a taste test.”

    Good data visualizations are few and far between. Bad data visualizations spread lies, misrepresent content, or are sometimes just plain unreadable.

    In honor of Halloween, here’s a fun data visualization by Mariona Banyeres, based on FiveThirtyEight’s “The Ultimate Halloween candy power ranking.” It’s a few years out of date, but I think we can let that slide. Compared to simpler charts, it may be harder to read – but it’s interactive, it’s themed, and if you hover over points, it will add extra context. Click to go to Mariona’s interactive Tableau DataViz. 

    Halloween

    Mariona Banyeres via FiveThirtyEight

    To skip the data visualization, here are the results of FiveThirtyEight’s competition. 

    Screen Shot 2019-10-25 at 4.43.38 PM

    via FiveThirtyEight

    I hope you had a happy Halloween, and I hope you were the house that helped others have a happy Halloween, too. Either way, I hope your treats passed the taste test.

  • The Great Rebranding of Gambling: Will the Pendulum Swing Back?

    There was a time when gambling came with a certain social stigma. Casinos occupied their own corner of the cultural imagination, bookies operated behind closed doors, and betting was something many people did quietly, if at all. Gambling was associated with vice, desperation, or the occasional reckless weekend in Las Vegas (or the worst of the daytraders). You rarely heard of people gambling between meetings, while watching TV, or while scrolling through your phone on the couch.

    Somewhere along the way, that changed. Gambling didn’t just become more accessible. It became cool, frictionless, and increasingly indistinguishable from ordinary entertainment.

    A recent Visual Capitalist ranking of online gambling by country offers a glimpse of how thoroughly the habit has spread.

    Based on second-quarter 2025 survey data, 19.6% of internet users aged 16 and older in the United Kingdom visited an online gambling or betting platform in the previous month. In Australia, the figure was 18%. In the United States, it was 10.2%. South Africa and Norway topped the ranking, at 32.3% and 31.2%, respectively. These figures measure participation, not the amount wagered, but they point to a world in which online betting has become a routine part of life for millions.

    The transformation is especially striking in America, where the smartphone has made gambling possible almost anywhere, at almost any time. Since the Supreme Court cleared the way for states to legalize sports betting in 2018, betting companies have worked to make wagering feel less like a trip to a casino and more like an extension of being a sports fan. Odds are embedded in broadcasts. Promotions arrive on phones. Betting slips sit alongside box scores, fantasy lineups, and social feeds.

    And then there are the platforms that complicate the definition of gambling itself.

    Stake has built a global brand around online casino games and sports betting, wrapped in the aesthetics of internet culture, livestreaming, and influencer entertainment. Underdog, by contrast, has built its identity around fantasy sports and related contests, including products whose legal classification depends on their structure and jurisdiction. Other players include FanDuel, DraftKings, ReBet, and more. They are not identical businesses, and their products do not all fall under the same legal rules. But they illustrate a broader shift: wagering can be packaged as gaming, competition, skill, community, or financial opportunity, rather than simply gambling.

    Gambling has been rebranded as gaming … similarly, speculative trading has increasingly been rebranded as financial empowerment. Robinhood built confetti animations and push notifications into options trades — the same dopamine loop that keeps someone pulling a slot machine lever (it later pulled the confetti after regulators pushed back). Both are accessible through apps, wrapped in slick interfaces, and marketed around the possibility of making money.

    While trading can (and should) use technology, research, valuation, risk management, and disciplined strategies, accessibility has made it easier to treat it flippantly.

    The Stories You Tell Become Real

    The language matters. A bet can become a fantasy contest. A wager can become a prediction. Risk can be presented as a game of skill. The terminology may reflect genuine differences in how products work and how laws classify them. Still, it can also soften the cultural associations that once came with putting money on an uncertain outcome. The experience is increasingly gamified; the financial risk remains.

    Gambling’s great rebranding is that it no longer needs to look or seem like gambling.

    The irony is that the normalization of betting may be creating the conditions for a new kind of stigma. When wagering was less accessible, the risks were easier to avoid. Today, the same technology that makes betting convenient can make it continuous. And when gambling becomes woven into the entertainment itself, the boundary between enjoying a game and risking money on it begins to blur.

    Public sentiment about gambling is still mixed. A 2025 Pew Research Center survey found that 43% of U.S. adults considered the legalization of sports betting in much of the country a bad thing for society, up from 34% in 2022. The share who said it was bad for sports also increased, from 33% to 40%. The industry is becoming more visible, but so are concerns about its effects.

    Will the pendulum swing back?

    History suggests that cultural acceptance is rarely permanent, particularly when the consequences of a newly normalized behavior become harder to ignore. A backlash need not mean a return to outright prohibition. It could take the form of tighter advertising restrictions, limits on promotional incentives, greater scrutiny of influencer partnerships, or renewed pressure to separate sports coverage from betting marketing. It could also be a quieter cultural shift, in which people begin to see ubiquitous wagering less as harmless fun and more as an industry competing for their attention and money.

    The counterargument is that gambling has always adapted. Lotteries, casinos, horse racing, and sports betting have survived decades of moral disapproval by changing their presentation and finding new audiences. Today’s platforms have powerful incentives to keep betting socially acceptable, and many customers regard it as a legitimate form of entertainment when practiced within their means.

    Perhaps the pendulum won’t swing all the way back. Perhaps gambling will remain legal and mainstream while becoming less culturally fashionable, much as other industries have learned that widespread participation does not guarantee public approval.

    But the most interesting question is whether a generation raised to think of betting as just another feature of entertainment will eventually reconsider that assumption. When every game offers a wager, every prediction has a price, and every spare moment presents an opportunity to play, what happens when people begin to feel that the house has followed them everywhere?

  • The Psychology of the Average Gambler

    Vegas and Wall Street share a lot in common. Both want you to keep playing.

    Over Time … The House Wins

    Casinos don’t need to win every hand or every spin. They need an edge that holds up over time.

    Customers, on the other hand, often play for the rush of a win, the possibility of a big payout, or the feeling that they’re getting closer to a breakthrough. Random rewards reinforce the behavior. A string of losses can make a win feel even more satisfying, encouraging someone to keep playing long after the odds have turned against them.

    Trading can trigger the same psychological responses.

    A profitable trade feels good. A near miss can feel like evidence that you’re almost there. And a loss can create an urge to make the money back quickly.

    The danger is that these feelings can start driving decisions that should be based on evidence. The “House” knows this and engineers an experience to exploit it.  

    Casinos meticulously craft every detail to extract your money … from carpet patterns to labyrinthine layouts, the music, the lights, and even the games themselves. 

    Here is an infographic that lays it out for you. 

    Casino-psychology-infographicBojoko via DailyInfographic

    Most people aren’t gamblers … the fear of losing big inhibits them. But frame the same bet as a trade instead of a wager, and that fear eases. The label changes the behavior more than the odds do.

    The illusion of control convinces us we can overcome the statistics. 

    When you almost get it right – when you miss the jackpot by one slot on a slot machine, or a trade that would have been a big winner – you’re more likely to play longer and place bigger bets … because you’re “so close”. 

    It’s human nature to want to feel in control. 

    That is why you find so many superstitious traders & gamblers. If you wear this lucky item of clothing … if you throw the dice in this particular way … if you check your holdings at this time every day … you have control. 

    There is a big difference between causation and correlation. 

    This is one of the hardest lessons in trading because the feedback is imperfect. A sound decision can lose money, and a poor decision can make money. One outcome rarely tells you enough to distinguish between skill and luck.

    Likewise, for many traders, most of their focus and activity do little to create a real, lasting edge.  

    Skill vs. Luck

    There are games of skill, and there are games of chance.

    In a casino, poker and blackjack are considered games of skill. In contrast, slot machines are games of chance.

    In trading, predicting markets is very different from using math and statistics to measure a technique’s performance.

    Much of what we do is to eliminate the fear, greed, and discretionary mistakes humans bring to trading.

    In trading, “Alpha” measures excess return attributed to manager skill, rather than luck or taking on more risk.

    At Capitalogix, we believe in Alpha-by-Avoidance … Meaning much of what we do is figuring out what to ignore or avoid so that most of the games we play are skill-based rather than chance-based.

    A casino’s edge is structural and fixed — it doesn’t have to be earned twice. A systematic process’s edge isn’t like that. It has to be tested, re-tested, and earned again every time the market changes. That’s the whole point of insisting on skill instead of assuming it.

    That means being selective.

    It means recognizing that a compelling story isn’t necessarily a useful signal. It means testing whether an apparent pattern holds up beyond the examples that first caught our attention. And it means being willing to abandon an idea when the evidence no longer supports it.

    In a world overflowing with data, filtering out the noise becomes as important as finding the signal.

    Are you playing the right game?

  • What To Do When Optimization Takes The Fun Out of Everything …

    I recently saw a Reddit thread comparing McDonald’s and Hot Wheels in the 1990s with their modern counterparts. The images were meant to show how much color, character, and personality seemed to have disappeared.

    via r/SipsTea

    Millennials tend to think everything was better in the ’90s, and while that’s demonstrably not true, corporate design was less brutalist.

    The comparison felt a little nostalgic, but it got me thinking about a real business problem: What happens when companies focus so much on optimization that they lose sight of what made people love them in the first place?

    Capitalism Rules

    Capitalism is remarkably good at creating things people want. Competition gives entrepreneurs a reason to build better products, take risks, challenge established players, and find entirely new markets. McDonald’s made fast food an experience, not just a meal. Hot Wheels made a little toy car feel like an adventure.

    But success changes the incentives.

    Once a company has established its position, the challenge can shift from making a better product to making the existing product more efficiently. Can we reduce manufacturing costs? Simplify the experience? Remove a feature without hurting sales? Improve margins by another fraction of a percent?

    Individually, these decisions can make perfect sense. Collectively, they can produce something that works just fine but feels like a shell of what it used to be. The magic fades, and trouble sits just off in the horizon, waiting for a disruptor to bring it to light.

    You can see a similar pattern around town. Compared with much of the architecture and construction many of us remember from the 1990s, so much new development can feel repetitive and interchangeable. There are understandable reasons for that, from construction costs and zoning requirements to financing constraints and the economics of building at scale. Still, it’s worth asking what gets lost when efficiency and predictability dominate every decision.

    You can even see it in trading. Over-optimize a strategy against its own backtest, and you can curve-fit your way to a beautiful equity curve that has nothing to do with how markets actually behave going forward.

    Don’t Optimize On The Wrong Metrics …

    The irony is that optimizing away these qualities may be the very things that once differentiated the business. Color. Character. Craftsmanship. Surprise. The little details that make someone choose your product even when a cheaper or more convenient alternative exists.

    When every competitor follows the same playbook, optimization can become a race to the bottom. Everyone gets a little more efficient, but nobody gives customers a compelling reason to care.

    That creates an opportunity, too. When established companies leave customers wanting more, a competitor can win by bringing back what was lost or by creating something entirely new that incumbents have stopped looking for.

    For entrepreneurs, the question isn’t whether to optimize. Of course we should. The question is what we’re optimizing for, and whether our metrics capture the things customers actually value.

    Are we measuring what matters, or just what’s easy to measure? Are we improving the experience, or simply reducing the cost of delivering it? And when we look at our own products five or ten years from now, will we see something more useful, more distinctive, and more valuable, or just more cheaper & more efficient?

    The goal shouldn’t be to preserve everything the way it was. It should be to make progress without losing the spark.

    As you continue to use exponential technologies, it becomes more important to decide how much you prioritize your ‘Why’ over your ‘What’ and ‘How’.