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  • How To Find 10-Bagger Small-Cap Stocks

    How To Find 10-Bagger Small-Cap Stocks
    Oct 22 2026
    How To Find 10-Bagger Small-Cap Stocks Trail Boss 10-Bagger Search | Research, Not Hype What if the best way to search for a potential 10-bagger stock wasn't to chase the latest hot tip—but to build a system for finding, researching, and tracking promising businesses? In this episode, the Trail Boss explores a practical approach to small-cap stock research: start with a broad group of companies, apply the same financial checks to every candidate, and keep a record of both the winners and the misses. A 10-bagger is an investment that grows to ten times its original value. That kind of return is possible, but it is rare—and it is never guaranteed. Small companies may have more room to grow, but they can also carry greater risks, including financial distress, dilution, and business failure. Start With the Scouting Ground Our notebook begins with EWSC, the Invesco S&P SmallCap 600 Equal Weight ETF. Rather than allowing the largest companies to dominate the fund, an equal-weight strategy gives its holdings approximately equal weight at scheduled rebalancing. The idea is to use the ETF as a research starting point—not as a promise of extraordinary returns. The S&P SmallCap 600 has eligibility standards, including an earnings requirement, but passing those standards does not guarantee that a company will remain profitable or that its stock price will rise. The Trail Boss Six-Step Scouting System We break the research process into six practical stages: Universe: Start with a current list of ETF holdings. Screens: Apply consistent checks for earnings, operating cash flow, debt, share count, going-concern warnings, and competitive advantages. Corral: Narrow the candidates to a manageable research group. Watchlist: Select a smaller group to follow over time. Review: Revisit each company’s financial reports and document why it remains on—or leaves—the list. Scorecard: Track every candidate, including failed ideas, missed opportunities, and disappointing results. The scorecard matters. If we record only our winners, we can fool ourselves into thinking the system works better than it does. What Should You Look for in a Small-Cap Company? The Trail Boss explains how everyday investors can begin reading company filings without needing an accounting degree. We focus on three important questions: Is reported profit supported by operating cash flow? Can the company manage its debt and interest costs? Is the share count growing in ways that dilute existing shareholders? We also explore how to use the Unbridled Nation Scout tools to make complex company reports easier to investigate—and why automated research must always be checked against original filings and reliable sources. The Roth IRA Connection For listeners researching long-term growth opportunities, we discuss how small-cap investments fit into the broader Roth IRA conversation. A Roth IRA may offer tax advantages when its requirements are met, but the account structure does not make a risky investment safer. Our companion resource, iRoth4U, helps learners explore Roth IRA timelines and withdrawal rules. The central lesson is to understand the rules, protect your long-term plan, and never confuse the possibility of a big winner with a dependable retirement strategy. The Trail Boss Bottom Line We are not promising to find the next 10-bagger. We are building a repeatable research process that helps us ask better questions, examine the evidence, and learn from the results. Write down the rules before you scout. Track the misses as carefully as the wins. Let the evidence—not the excitement—guide the next question. Explore Our Ecosystem Unbridled Nation: https://unbridlednation.com/ — Practical pathways to side-hustles, community service, and second-act businesses. iRoth4U: https://iroth4u.com/ — Educational resources for understanding Roth IRA timelines and withdrawal rules. Unbridled Tech Academy: https://unbridledtechacademy.com/ — Learn about AI, vibe-coding, digital tools, and practical technology skills. iLyft4U: https://ilyft4u.com/ — Real-world experiments in work, business, and side-hustle opportunities. Investing Research Hub: https://unbridlednation.com/investing — Explore the Scout tools and educational investing resources. Trail Boss MD&A Scout: https://unbridlednation.com/investing/mdna-scout — Compare management’s discussion with the numbers in company annual reports. Bull Run Weekly: https://unbridlednation.com/investing/our-bull-run-weekly — Follow the ongoing market-research journal. First Year in Review: https://unbridlednation.com/year-in-review — Follow the development of the Unbridled Nation experiment. Trail Boss Radio: https://johnsondanny866.podbean.com/ — More conversations about practical learning, AI, technology, and digital independence. Your Turn If you were building your own 10-Bagger Search, what would be your first non-negotiable screening rule: cash flow, debt, share dilution, ...
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    15 Min.
  • Why Lincoln National Is Bleeding Cash

    Why Lincoln National Is Bleeding Cash
    Oct 22 2026
    Why Lincoln National Is Bleeding Cash Trail Boss MD&A Scout | LNC Research Case Study Is Lincoln National (LNC) a bargain hiding in plain sight—or a rebuilding business that still has something to prove? In this episode, the Trail Boss examines Lincoln National’s 2025 annual report through the Trail Boss MD&A Scout, an educational tool designed to help everyday people compare what corporate leaders say with what the financial numbers reveal. LNC has continued to attract attention on the Small Cap Scout list. But appearing on a research screen is not a buy signal. The real question is whether the company’s financial story holds up under closer inspection. Here are the numbers that raise questions: Net income: $1.177 billion in 2025, down from $3.275 billion in 2024. Operating cash flow: Negative $167 million. Long-term debt: Approximately $6.262 billion. New common stock issued: $825 million. Capital contributed to insurance subsidiaries: $967 million. Annuity policyholder balances: Increased from $61.230 billion to $68.788 billion. Premium and fee income: Rose from $11.827 billion to $12.162 billion. What do these figures mean in everyday language? Why can a company report a profit while its operating cash flow is negative? Why would it issue new stock and then contribute nearly $1 billion to its insurance subsidiaries? And does growing annuity business signal progress—or is there more to the story? The Trail Boss takes a practical, curious approach: no hype, no automatic winner, and no premature value-trap verdict. We examine the tension between growing annuity balances and fee income on one hand, and declining reported profit, negative operating cash flow, debt, and capital demands on the other. We’ll also identify what to watch in the next report: cash flow recovery, earnings stability, further stock dilution, debt costs, and the financial health of the insurance subsidiaries. Important research note: The MD&A Scout report displayed a fiscal-period label that appeared inconsistent with its discussion of the 2025 filing. That is a reminder to verify dates and figures against the original SEC filing rather than blindly trusting an automated summary. Start Your Own Research Use the Trail Boss MD&A Scout to examine a company on your own watchlist. Compare the plain-English summary with the original annual report, ask better questions, and learn to distinguish a company’s story from its underlying numbers. Your turn: If you were checking LNC’s next report, which would you watch first—operating cash flow, debt, stock dilution, or the health of its insurance subsidiaries? And which company should the Trail Boss scout next? Explore the Unbridled Nation Ecosystem Unbridled Nation: https://unbridlednation.com/ — Explore practical paths to side-hustles, community service, and second-act businesses. iRoth4U: https://iroth4u.com/ — Explore educational resources for your Roth IRA journey. Unbridled Tech Academy: https://unbridledtechacademy.com/ — Learn to put modern digital tools and AI to work. iLyft4U: https://ilyft4u.com/ — Follow real-world experiments in work, opportunity, and side-hustle possibilities. Trail Boss MD&A Scout: https://unbridlednation.com/investing/mdna-scout — Translate corporate annual-report discussions into plain English. Investing Research Hub: https://unbridlednation.com/investing — Explore the broader collection of educational investing research tools. Bull Run Weekly: https://unbridlednation.com/investing/our-bull-run-weekly — Follow the ongoing market-research journal. Unbridled Nation: First Year in Review: https://unbridlednation.com/year-in-review — Follow the story as the experiment develops. Trail Boss Radio: https://johnsondanny866.podbean.com/ — Find more conversations about practical learning, technology, and digital independence. Helping First. Building Second. The goal isn’t to tell you what to buy. It’s to help you learn how to ask better questions, examine the evidence, and make your own informed decisions. DISCLAIMER This podcast and its accompanying research are provided for educational and entertainment purposes only. Nothing presented constitutes financial, investment, tax, or legal advice, or a recommendation to buy, sell, or hold any security. The Trail Boss MD&A Scout and other research tools are educational aids designed to help listeners examine company filings, understand financial information, and ask better questions. Automated summaries and data may contain errors, omissions, or inconsistencies. Always verify important dates, figures, and statements against the original SEC filings and other reliable sources. All investments involve risk, including the possible loss of principal. Historical results, financial ratios, and statistical models do not guarantee future performance. Conduct your own independent research and consult a qualified financial professional when appropriate. You are responsible for ...
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    18 Min.
  • Bull Run for PLAB: Exposing A False Momentum

    Bull Run for PLAB: Exposing A False Momentum
    Oct 22 2026
    Bull Run for PLAB: Exposing A False Momentum

    🤠 Trail Boss Bull Weekly | Sunday, October 18, 2026

    Is PLAB building real momentum—or are we seeing a trail that looks firmer than it really is?

    In this episode of Trail Boss Bull Weekly, we put Photronics (PLAB) through four ARDL(2,2) model runs, testing its historical price behavior against inflation (CPI), the Federal Funds Rate, the 10-Year Treasury Yield, and WTI crude oil.

    PLAB closed the week at $27.52, and all four models forecast a higher price for the following week. But the size of those forecasts varies considerably, and that is where the real investigation begins.

    🐎 What we examine in this episode:

    • The four-model comparison: Forecasts range from $27.59 to $28.66, with projected weekly price changes between +0.26% and +4.14%.

    • The persistence warning: CPI, Treasury yields, and oil produced persistence readings above 0.90. Those results call for caution about interpreting long-run relationships.

    • The interest-rate headwind: The Federal Funds Rate model recorded persistence of 0.859 and a negative long-run estimate. That is a model result worth examining—not proof of a guaranteed future outcome.

    • The dividend question: The supplied report identifies PLAB as a price-appreciation-only candidate, with no dividend contribution included in the analysis.

    • The bigger lesson: When several models agree on a short-term direction, does that make the forecast reliable—or could the agreement be hiding uncertainty?

    The ARDL Bull Weekly combines historical price data with macroeconomic indicators to help investors investigate patterns, compare scenarios, and separate short-term signals from potentially unreliable long-run estimates.

    Our approach is inspired by the discipline of value investing: study the evidence, question the assumptions, and never confuse a forecast with a promise.

    The Trail Boss takeaway: Four bullish forecasts make an interesting signal. They do not make four guarantees. Before riding with momentum, check the trail beneath it.

    Helping First. Building Second. — The Trail Boss

    Ride With the Unbridled Nation Ecosystem

    Unbridled Nation — Explore practical pathways to side-hustles, community service, and second-act opportunities. https://unbridlednation.com/

    Unbridled Tech Academy — Learn to use digital tools and AI to build skills, projects, and greater independence. https://unbridledtechacademy.com/

    iRoth4U — Explore our investing education and research journey. https://iroth4u.com/

    Important Disclaimer

    This podcast is for educational and entertainment purposes only. It is not financial, investment, tax, or legal advice, nor is it a recommendation to buy, sell, or hold any security.

    The ARDL(2,2) model uses historical data and statistical assumptions. Forecasts, coefficients, and persistence readings are estimates—not guarantees of future performance or proof of causation. Model results may be inaccurate, and past performance does not predict future results.

    Investing involves risk, including the possible loss of principal. Always conduct your own research and consider consulting a qualified financial professional before making investment decisions.

    Walk your own trail. Not all snakes have rattlers.
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    17 Min.
  • Why Four Eastman Chemical Models Agree

    Why Four Eastman Chemical Models Agree
    Oct 21 2026
    Why Four Eastman Chemical Models Agree | Trail Boss Bull Run Weekly Trail Boss Bull Run Weekly — EMN | Sunday, October 18, 2026 What happens when four different statistical models examine the same stock and all point in the same direction? In this episode of Trail Boss Bull Run Weekly, the Trail Boss examines Eastman Chemical Company (NYSE: EMN), which closed the week at $62.33, using four economic indicators to explore its potential short-term price movement. We examine the relationship between EMN and year-over-year CPI inflation, the Federal Funds Rate, the 10-Year Treasury Yield, and WTI crude oil. 🐂 THE FOUR TRAIL MARKERS CPI Inflation: Projected price of $62.93, with a modeled price gain of 0.96%. Federal Funds Rate: Projected price of $62.70, with a modeled price gain of 0.60%. 10-Year Treasury Yield: Projected price of $63.24, with a modeled price gain of 1.46% — the strongest projection of the four. WTI Crude Oil: Projected price of $62.41, with a modeled price gain of 0.12% — the smallest projection. Including an estimated weekly dividend contribution of 0.104%, the models show projected total returns ranging from 0.22% to 1.56%. But there's a catch. All four models report exceptionally high persistence readings, ranging from 0.933 to 0.938. That raises a serious caution about relying on long-term estimates. Agreement between models does not guarantee accuracy, and a statistical relationship does not prove that an economic indicator caused a stock-price movement. 💰 THE DIVIDEND TRAIL We also examine EMN's reported trailing 12-month dividends of approximately $3.36 per share, an indicated annual yield of about 5.39%, and the reported September 15, 2026, ex-dividend date. The personal dividend ledger has not yet been updated with EMN payments. That's a record-keeping gap, not evidence of a missed company payment. The dividend figures and payment history should be independently verified. 🤠 THE TRAIL BOSS TAKEAWAY All four model runs point toward a positive short-term statistical scenario. The Treasury-yield model produces the strongest projection, while the crude-oil model produces the weakest. The real lesson, however, is not simply that four models agree. It's that we must understand what the models measure, recognize their limitations, verify the underlying data, and compare forecasts with actual results. The models are tools for observation, not promises of profit. This is how we approach the market at Unbridled Nation: research the numbers, document the experiment, learn from the outcome, and keep improving the process. 🐎 RIDE WITH THE UNBRIDLED NATION ECOSYSTEM Unbridled Nation — The Home Trail https://unbridlednation.com/ Trail Boss Radio — Research, Conversations & Experiments https://johnsondanny866.podbean.com/ Unbridled Nation Investing — Explore the Research Tools https://unbridlednation.com/investing Bull Run Weekly — Follow the Weekly Market Research https://unbridlednation.com/investing/our-bull-run-weekly iRoth4U — Your Roth IRA Research Trail https://iroth4u.com/ Unbridled Tech Academy — Learn the Tools https://unbridledtechacademy.com/ iLyft4U — Real Experiments. Real Stories. https://ilyft4u.com/ Our First Year in Review — Follow the Journey https://unbridlednation.com/year-in-review DISCLAIMER This podcast and its accompanying research are provided for educational and entertainment purposes only. Nothing presented constitutes financial, investment, tax, or legal advice, or a recommendation to buy, sell, or hold any security. Statistical projections are estimates based on models and assumptions. They may be inaccurate, and historical patterns or relationships do not guarantee future results. Modeled relationships do not establish causation. Dividend amounts, yields, payment dates, and other market data should be independently verified. Every investor has different financial circumstances, objectives, and risk tolerance. Conduct your own research and consult a qualified financial professional when appropriate. You are responsible for your own investment decisions. Walk your own trail — not all snakes have rattlers. Helping First. Building Second. — The Trail Boss
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    18 Min.
  • Bull Run for FG ARDL Separates Market Noise

    Bull Run for FG ARDL Separates Market Noise
    Oct 21 2026
    Bull Run for FG: ARDL Separates Market Noise

    🤠 Is the market sending a clear signal, or are we hearing more noise than news?

    In this episode of Trail Boss Bull Weekly, we put FG through four ARDL statistical model runs, examining inflation (CPI), the Federal Funds Rate, the 10-Year Treasury Yield, and WTI crude oil.

    With FG closing at $19.57 for the week ending October 16, 2026, the four models produced different forecasts:

    • CPI inflation: $19.61 — projected price gain of 0.20%, with a reported total-return estimate of 0.30%.

    • Federal Funds Rate: $20.05 — projected price gain of 2.43%, with a reported total-return estimate of 2.53%.

    • 10-Year Treasury Yield: $19.52 — projected price decline of 0.25%, with a reported total-return estimate of -0.15%.

    • WTI crude oil: $19.72 — projected price gain of 0.75%, with a reported total-return estimate of 0.85%.

    So, what do these four readings tell us?

    The Federal Funds Rate model produced the strongest bullish forecast, while the 10-Year Treasury Yield model was the only one projecting a negative total return after the estimated dividend contribution. The crude oil model showed little measurable short-run influence from oil prices, making its forecast primarily a reflection of the model’s price-trend component.

    But there’s an important warning in the numbers: all four models reported high persistence readings, ranging from 0.902 to 0.971. The reports flag these readings as a reason not to rely on long-run estimates. In this episode, we focus on the short-run forecasts and explore why the same stock can produce very different results depending on the factor being tested.

    We also examine FG’s reported dividend information: approximately $1.00 per share over the previous 12 months, with a reported annual yield of about 5.11%. The model adds an estimated weekly dividend contribution of approximately 0.098% to its total-return calculations. Actual dividend payments and timing can differ, and dividend income does not guarantee a positive overall return.

    This is a practical lesson in AI-assisted investing research. We’re not treating model outputs as promises or assuming that a statistical relationship proves cause and effect. We’re comparing signals, questioning assumptions, and learning to separate a useful research tool from market noise.

    Study the data. Question the assumptions. Walk your own trail.

    🐎 Explore the Unbridled Nation ecosystem:

    🌐 Unbridled Nation — Side-hustles, community service, and second-act opportunities: https://unbridlednation.com/

    🎓 Unbridled Tech Academy — Learn practical digital skills and explore the tools of the new economy: https://unbridledtechacademy.com/

    📈 iRoth4U — Explore our investing and Roth IRA learning journey: https://iroth4u.com/

    Helping First. Building Second. — The Trail Boss

    Disclaimer: This podcast is for educational and entertainment purposes only. It is not financial, investment, tax, or legal advice. Statistical models use historical data and assumptions and may produce inaccurate forecasts. Model estimates are not guarantees of future performance, and observed relationships do not establish causation. Investing involves risk, including the possible loss of principal. Dividend payments and yields can change. Always conduct your own research and consult a qualified professional when appropriate.
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    16 Min.
  • The Tailwind Paradox in MHK Stock

    The Tailwind Paradox in MHK Stock
    Oct 20 2026
    The Tailwind Paradox in MHK Stock | Bull Run for MHK

    🤠 What happens when the long-term outlook looks promising, but every short-term forecast points downhill?

    In this episode of Trail Boss Bull Run Weekly, we put Mohawk Industries (MHK) through four ARDL statistical model runs, examining inflation (CPI), the Federal Funds Rate, the 10-Year Treasury Yield, and WTI crude oil.

    With MHK closing at $120.29 for the week ending October 16, 2026, all four models projected a lower price for the following week:

    • CPI inflation: $119.83 — down 0.38%.

    • Federal Funds Rate: $119.64 — down 0.54%.

    • 10-Year Treasury Yield: $119.07 — down 1.01%.

    • WTI crude oil: $120.19 — down 0.09%.

    Yet the longer-run estimates tell a more complicated story. The CPI and crude oil models show modest positive relationships, while the 10-Year Treasury Yield model produces a much larger positive long-run estimate. The Federal Funds Rate model, on the other hand, produces a negative long-run estimate.

    That’s the Tailwind Paradox: how can a model show a potential long-term tailwind while still forecasting a short-term decline?

    We explore the difference between short-run price movements and estimated long-run relationships, compare the four model outputs, and ask what these conflicting signals can teach us about market analysis.

    We also discuss an important limitation: a model’s estimated relationship is not proof of cause and effect, and a positive long-run coefficient does not guarantee future gains. Even when persistence readings appear more moderate, the reliability of the results depends on the model’s assumptions, data quality, and statistical testing.

    According to the market dividend information in these reports, MHK pays no dividend, so this analysis focuses on projected price movement rather than dividend income.

    This is what the Trail Boss Bull Weekly is all about: using AI-assisted research and statistical models to investigate the market, challenge assumptions, and learn from real experiments instead of chasing every headline.

    Study the data. Question the assumptions. Keep your eyes on the trail.

    🐎 Explore the Unbridled Nation ecosystem:

    🌐 Unbridled Nation — Discover side-hustles, community service, and second-act opportunities: https://unbridlednation.com/

    🎓 Unbridled Tech Academy — Learn practical digital skills and explore the tools of the new economy: https://unbridledtechacademy.com/

    📈 iRoth4U — Explore our investing and Roth IRA learning journey: https://iroth4u.com/

    Helping First. Building Second. — The Trail Boss

    Disclaimer: This podcast is for educational and entertainment purposes only. It is not financial, investment, tax, or legal advice. Statistical models rely on historical data and assumptions, and their forecasts and estimated relationships may be inaccurate. No forecast guarantees future performance. Investing involves risk, including the possible loss of principal. Always conduct your own research and consult a qualified professional when appropriate.
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    11 Min.
  • Mixed Forecast Signals for Lincoln National

    Mixed Forecast Signals for Lincoln National
    Oct 20 2026
    Mixed Forecast Signals for Lincoln National (LNC) | Trail Boss Bull Run Weekly Trail Boss Bull Run Weekly — Sunday, October 18, 2026 When four statistical models examine the same stock and produce different signals, how should an investor interpret the results? In this episode, the Trail Boss takes a closer look at Lincoln National Corporation (NYSE: LNC), using four macroeconomic indicators to explore possible short-term price movements: CPI inflation, the Federal Funds Rate, the 10-Year Treasury Yield, and WTI crude oil. LNC closed the week at $39.83. Our ARDL-based research examines how historical price behavior and economic indicators relate to potential price movements, while keeping a close eye on persistence, short-run shocks, and the limits of long-run forecasting. 🐂 THE FOUR TRAIL MARKERS CPI Inflation: Projected price of $39.65, a modeled price decline of 0.44%, and a modeled total return of -0.35% after estimated dividend income. Federal Funds Rate: Projected price of $39.79, a modeled price decline of 0.11%, and a modeled total return of -0.02%. 10-Year Treasury Yield: Projected price of $39.73, a modeled price decline of 0.25%, and a modeled total return of -0.16%. WTI Crude Oil: Projected price of $39.91, a modeled price gain of 0.19%, and a modeled total return of +0.28%. The result? Three bearish signals and one bullish signal. The WTI crude oil model is the lone bull, while the other three models suggest modest downside scenarios for the coming week. 💰 THE DIVIDEND TRAIL Market dividend history in the report indicates approximately $1.80 per share in trailing 12-month dividends, an annual yield of about 4.52%, and a latest reported ex-dividend date of October 9, 2026. The estimated weekly dividend contribution used in the models is 0.087%. No LNC payments have been entered into the personal dividend ledger yet. That is a record-keeping gap, not evidence that the company failed to pay. Dividend figures and payment details should be independently verified. 📊 THE PERSISTENCE PROBLEM The models report persistence readings ranging from 0.896 to 0.920. Most are flagged as too close to random-walk behavior for dependable long-run estimates. The Federal Funds Rate model has a persistence reading of 0.896 and reports a long-run multiplier of -5.142, but that result should still be interpreted cautiously rather than treated as a guaranteed structural relationship. The lesson is simple: a model can produce a precise-looking number without providing a dependable prediction. Different economic indicators can produce different results, and statistical relationships do not prove causation. 🤠 THE TRAIL BOSS TAKEAWAY The four models do not deliver a unanimous verdict. Three lean bearish, one leans bullish, and the estimated dividend contribution cushions the modeled price changes. Instead of forcing the models to agree, we examine what each one says, where its limitations lie, and what we should compare against actual market results next week. At Unbridled Nation, we're not claiming to predict every turn in the market. We're learning to research the numbers, document the experiment, and improve our process over time. The models are tools for observation, not promises of profit. Helping First. Building Second. — The Trail Boss 🐎 RIDE WITH THE UNBRIDLED NATION ECOSYSTEM Unbridled Nation — The Home Trail https://unbridlednation.com/ Trail Boss Radio — Research, Conversations & Experiments https://johnsondanny866.podbean.com/ Unbridled Nation Investing — Explore the Research Tools https://unbridlednation.com/investing Bull Run Weekly — Follow the Weekly Market Research https://unbridlednation.com/investing/our-bull-run-weekly iRoth4U — Your Roth IRA Research Trail https://iroth4u.com/ Unbridled Tech Academy — Learn the Tools https://unbridledtechacademy.com/ iLyft4U — Real Experiments. Real Stories. https://ilyft4u.com/ Our First Year in Review — Follow the Journey https://unbridlednation.com/year-in-review DISCLAIMER This podcast and its accompanying research are provided for educational and entertainment purposes only. Nothing presented constitutes financial, investment, tax, or legal advice, or a recommendation to buy, sell, or hold any security. Statistical models and projections rely on historical data, assumptions, and estimated relationships. They may be inaccurate. Past performance and historical patterns do not guarantee future results, and statistical relationships do not establish causation. Dividend amounts, yields, ex-dividend dates, and payment information should be independently verified. Always conduct your own research and consider your personal financial circumstances, investment objectives, and risk tolerance. Consult a qualified financial professional when appropriate. You are responsible for your own investment decisions. Walk your own trail — not all snakes have rattlers. Helping First. Building Second. — The Trail Boss
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    19 Min.
  • ARDL Models and Stock Market Noise

    ARDL Models and Stock Market Noise
    Oct 20 2026
    ARDL Models and Stock Market Noise | Bull Run for INVA

    🤠 Can a stock forecast tell us where the market is headed—or are we just listening to the noise?

    In this episode of Trail Boss Bull Run Weekly, we put INVA through four separate ARDL statistical model runs, examining inflation (CPI), the Federal Funds Rate, the 10-Year Treasury Yield, and WTI crude oil.

    With INVA closing at $20.78 for the week ending October 16, 2026, our models delivered four different readings:

    • CPI inflation: $20.71 forecast — down 0.35%.

    • Federal Funds Rate: $20.89 forecast — up 0.55%.

    • 10-Year Treasury Yield: $20.73 forecast — down 0.22%.

    • WTI crude oil: $20.83 forecast — up 0.22%.

    That gives us two bullish forecasts and two bearish forecasts. The projected prices fall within a narrow range, but the models tell different stories about what may be influencing the stock.

    We explore why the Federal Funds Rate model produced the strongest projected move, why the CPI and Treasury yield models carried warnings about high price persistence, and why the crude oil model showed little measurable short-run influence.

    Most importantly, we discuss the difference between a statistical signal and a reliable prediction. High persistence can make it difficult to separate a continuing price trend from something that resembles a random walk. Even when a model produces a long-run estimate, that number deserves scrutiny rather than blind trust.

    INVA pays no dividend according to the market dividend information in these reports, so the forecasts focus on potential price movement alone.

    This is the Trail Boss approach to AI-assisted investing research: run the experiment, compare the results, question the assumptions, and learn from what the numbers can—and cannot—tell us.

    We’re not trying to predict every bump in the trail. We’re learning how to read the trail before we ride it.

    🐎 Explore the Unbridled Nation ecosystem:

    🌐 Unbridled Nation — Explore side-hustles, community service, and second-act opportunities: https://unbridlednation.com/

    🎓 Unbridled Tech Academy — Learn practical digital skills and explore the tools of the new economy: https://unbridledtechacademy.com/

    📈 iRoth4U — Explore our investing and Roth IRA learning journey: https://iroth4u.com/

    Helping First. Building Second. — The Trail Boss

    Disclaimer: This podcast is for educational and entertainment purposes only. It is not financial, investment, tax, or legal advice. Statistical models use historical data and assumptions and may be inaccurate; forecasts are not guarantees of future performance. Investing involves risk, including the possible loss of principal. Always do your own research and consult a qualified professional when appropriate.
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    17 Min.