Coefficient of Variation (CV)
Table of Contents
Coefficient of variation
A word widely used in statistics is the coefficient of variation. In statistics, nothing should be taken at face value. The information might point to one thing, but a more thorough investigation might show something else.
Experts use a statistical metric known as the coefficient of variation to track changes in data over time. This indicator can also determine the financial risk and reward for investment operations. The coefficient of variation (CV) can be determined using a straightforward formula.
What is CV?
The CV is a statistical indicator of how evenly distributed data points are around the mean.
The measure frequently contrasts the data dispersion between several data series. The CV offers a very straightforward and rapid method to compare several data series, in contrast to the standard deviation, which must always be viewed in the context of the data mean.
The CV is crucial when choosing investments in finance. From a financial standpoint, the financial statistic represents the risk-to-reward ratio, where the volatility reflects the danger of an investment and the mean reward.
Understanding CV
The CV demonstrates the degree of data variability in a sample compared to the population means. The CV in finance enables investors to assess how much risk or volatility is assumed relative to the return anticipated from investments.
The better the risk-return tradeoff, the lower the ratio of standard deviation to mean return should be due to the CV formula. However, for example, quartile, quintile, or decile CVs can be used to examine variance around the median or 10th percentile. They are most frequently employed to study dispersion around the mean.
Several disciplines, including chemistry, engineering, physics, economics, and neuroscience, use the CV. Economists use the risk/reward ratio to quantify economic inequality and assist in investment decision-making. It is frequently used outside of finance to check the accuracy of a certain procedure and achieve the ideal balance.
CV formula
The CV formula computes a ratio to indicate the dispersion of your values around the mean using the standard deviation and mean of your sample data. The fundamental formula for figuring out the CV in statistical analysis is:
CV = (standard deviation/sample mean) x 100
Many experts simplify the CV formula for business purposes—like financial calculations—to apply to financial measurements like investment returns, capital gains, risk, and investment volatility. To determine the CV in terms of financial risk and reward, many analysts may also use the following formula:
CV =( volatility/expected return) x 100
Advantages of CV
The advantages of the CV are as follows:
- The CV, independent of units, depicts the link between standard deviation and mean.
- For contrasting data sets with various units or drastically differing means, the CV may be helpful. That includes when investments are chosen using the risk/reward ratio. Investors who want to take on risk could invest in assets with historically high volatility.
- Choosing the best options available becomes simple if you know how to compute the CV. This idea is helpful when a business scales up its operations because of the significant expense involved. Some of the company’s staff members could need to be let go. The CV idea aids in choosing which department should be eliminated.
- It is used to compare distributions because it is a non-dimensional number.
Disadvantages of CV
The disadvantages of the CV are as follows:
- The CV will approach infinity when the mean value is near zero, making it sensitive to even slight changes in the mean. It is frequently the case if the values come from a scale other than a ratio.
- Unlike the standard deviation, it is not used directly to create confidence intervals for the mean.
- When stated in its logarithmic form, calculating any variable’s CV is pointless. The reason is that the log of 1 is equal to 0. Hence, all we are doing is changing the definition of zero.
- Since CVs are independent of the number of duplicates and the confidence in the mean increases as the number of repetitions increases, they are not the optimum indicator of measurement certainty when the number of replicates changes among samples. It is advised that standard error in percent is preferable in this situation.
Frequently Asked Questions
The range of values in a dataset is measured by the standard deviation and the CV. The standard deviation quantifies the standard deviation of the average value from the mean. The standard deviation means the coefficient of variation gauges ratio.
The CV, for instance, is employed in finance for comparing the mean expected return on an investment to the anticipated standard deviation of the investment.
The CV of observations describes the degree of variation within a population without regard to the absolute values of the data. The CV is most frequently used to evaluate a technique’s accuracy. It is also used to compare the variability of measurements taken in various units and as a metric of variability when the standard deviation is proportionate to the mean.
Example of a CV:
Consider the following data set: [80, 90, 100]. The population’s standard deviation is 8.165, and the mean is 90. The variation coefficient is 0.09. The CV is 9% as a percentage.
Generally, a CV of 20 to 30 is considered appropriate, whereas a CV of more than 30 is considered unsatisfactory.
The formula to calculate CV is:
CV = (Standard Deviation / Mean) * 100.
Related Terms
- Investment adviser public disclosure
- Price-to-Book Ratio
- Investment adviser registration depository
- Contingent deferred sales charges
- Net asset value (NAV)
- CAGR
- Mark-to-market
- Federal Open Market Committee
- FIRE
- Applicable federal rate
- Automated teller machine
- Central limit theorem
- Balanced scorecard
- Analysis of variance
- Annual Percentage rate
- Investment adviser public disclosure
- Price-to-Book Ratio
- Investment adviser registration depository
- Contingent deferred sales charges
- Net asset value (NAV)
- CAGR
- Mark-to-market
- Federal Open Market Committee
- FIRE
- Applicable federal rate
- Automated teller machine
- Central limit theorem
- Balanced scorecard
- Analysis of variance
- Annual Percentage rate
- Double Taxation Agreement
- Floating Rate Notes
- Average True Range (ATR)
- Constant maturity treasury
- Employee stock option
- Hysteresis
- RevPAR
- REITS
- General and administrative expenses
- OPEX
- ARPU
- WACC
- DCF
- NPL
- Capital expenditure (Capex)
- Balance of trade (BOT)
- Retail price index (RPI)
- Unit investment trust (UIT)
- SPAC
- GAAP
- GDPR
- GATT
- Irrevocable Trust
- Line of credit
- Creative Destruction (CD)
- Letter of credits (LC)
- Statement of additional information
- Year to date
- Certificate of deposit
- Price-to-earnings (P/E) ratio
- Individual retirement account (IRA)
- Quantitative easing
- Yield to maturity
- Rights of accumulation (ROA)
- Letter of Intent
- Return on Invested Capital (ROIC)
- Return on Equity (ROE)
- Return on Assets (ROA)
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- Bond Convexity
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- Green Bond Principles
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- Foreign Direct Investment (FDI)
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- Flight to Quality
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- Flash Crash
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- Cost Basis
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- Capital Adequacy Ratio (CAR)
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- Ladder Strategy
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- Intrinsic Value of Stock
- Interest-Only Bonds (IO)
- Interest Coverage Ratio
- Inflation Hedge
- Industry Groups
- Incremental Yield
- Industrial Bonds
- Income Statement
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- Historical Volatility (HV)
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Singapore Market Outlook 2026: Phillip Securities Forecast
Record-Breaking 2025 Performance Sets Stage for Continued Growth Singapore's equity market delivered exceptional returns in 2025, registering its highest gains in 16 years with a remarkable 22.7% increase, significantly outperforming the previous year's 16.9% gain. This outstanding performance has positioned the market favourably as investors look toward 2026 opportunities. Favourable Market Conditions Create Investment Opportunities Phillip Securities Research views 2026 as a particularly fertile environment for Singapore equities, supported by several key structural factors. Interest rates have declined to 1.20%, marking their lowest levels in three and a half years, creating more attractive conditions for equity investments. Additionally, the deployment of Singapore's S$5 billion Equity Development Programme (EQDP) is expected to generate an unprecedented liquidity premium specifically benefitting small and mid-cap stocks in the local market. Three Major Investment Themes Drive 2026 Strategy The research house identifies three primary themes that will shape Singapore's equity landscape in 2026. First, asset monetisation strategies are anticipated to generate stronger investment gains, with particular focus on major corporations including Singtel, Keppel, and Sembcorp Industries. These companies are positioned to unlock value through strategic asset optimisation initiatives. Secondly, the low interest rate environment creates benefits equities by making them more attractive relative to fixed-income alternatives while simultaneously reducing borrowing costs for companies. This environment is expected to particularly benefit Real Estate Investment Trusts (REITs) through enhanced dividend growth prospects. Third, a capital expenditure-driven earnings cycle is emerging across multiple industries. This cycle encompasses significant investments in artificial intelligence infrastructure, renewable energy projects, and domestic capital expenditure programmes. The healthcare sector presents additional opportunities through potential drug commercialisation and infrastructure development that could lead to a sector re-rating. Market Positioning and Outlook The convergence of these factors - record market performance, favourable monetary conditions, substantial government liquidity support, and multiple growth themes - creates a compelling investment case for Singapore equities. The research suggests that 2026 will benefit from this unique combination of supportive elements, positioning the market for continued strong performance across various sectors and market capitalisations. Frequently Asked Questions Q: How did Singapore equities perform in 2025? A: Singapore equities registered their highest gains in 16 years, with the market rising 22.7% in 2025, compared to 16.9% in 2024. Q: What makes 2026 favourable for Singapore equities? A: Three key factors create a fertile environment: interest rates at 3½-year lows of 1.20%, deployment of the S$5 billion EQDP creating liquidity premiums for small and mid-cap stocks, and multiple investment themes supporting the market. Q: What are the three major investment themes for 2026? A: The themes are asset monetisation (particularly from Singtel, Keppel, and Sembcorp Industries), low interest rates benefitting equities and REITs, and a capex-driven earnings cycle across AI, renewable energy, and domestic investments. Q: Which sectors are expected to benefit from the capex cycle? A: Multiple industries will benefit from AI investments, renewable energy projects, and domestic capex. Healthcare specifically could see re-rating through potential drug commercialisation and infrastructure development. Q: How will low interest rates impact different asset classes? A: Low interest rates make equities more attractive compared to other investments while reducing borrowing costs for companies and supporting dividend growth, particularly benefiting REITs. Q: What is the S$5 billion EQDP and how does it affect the market? A: The Equity Development Programme (EQDP) is a S$5 billion initiative whose deployment will create an unprecedented liquidity premium specifically for Singapore small and mid-cap stocks. Q: Which specific companies are highlighted for asset monetisation opportunities? A: Phillip Securities Research specifically identifies Singtel, Keppel, and Sembcorp Industries as companies positioned to outperform through asset monetisation strategies. This article has been auto-generated using PhillipGPT. It is based on a report by a Phillip Securities Research analyst. Disclaimer These commentaries are intended for general circulation and do not have regard to the specific investment objectives, financial situation and particular needs of any person. Accordingly, no warranty whatsoever is given and no liability whatsoever is accepted for any loss arising whether directly or indirectly as a result of any person acting based on this information. You should seek advice from a financial adviser regarding the suitability of any investment product(s) mentioned herein, taking into account your specific investment objectives, financial situation or particular needs, before making a commitment to invest in such products. Opinions expressed in these commentaries are subject to change without notice. Investments are subject to investment risks including the possible loss of the principal amount invested. The value of units in any fund and the income from them may fall as well as rise. Past performance figures as well as any projection or forecast used in these commentaries are not necessarily indicative of future or likely performance. Phillip Securities Pte Ltd (PSPL), its directors, connected persons or employees may from time to time have an interest in the financial instruments mentioned in these commentaries. The information contained in these commentaries has been obtained from public sources which PSPL has no reason to believe are unreliable and any analysis, forecasts, projections, expectations and opinions (collectively the “Research”) contained in these commentaries are based on such information and are expressions of belief only. PSPL has not verified this information and no representation or warranty, express or implied, is made that such information or Research is accurate, complete or verified or should be relied upon as such. Any such information or Research contained in these commentaries are subject to change, and PSPL shall not have any responsibility to maintain the information or Research made available or to supply any corrections, updates or releases in connection therewith. In no event will PSPL be liable for any special, indirect, incidental or consequential damages which may be incurred from the use of the information or Research made available, even if it has been advised of the possibility of such damages. The companies and their employees mentioned in these commentaries cannot be held liable for any errors, inaccuracies and/or omissions howsoever caused. Any opinion or advice herein is made on a general basis and is subject to change without notice. The information provided in these commentaries may contain optimistic statements regarding future events or future financial performance of countries, markets or companies. You must make your own financial assessment of the relevance, accuracy and adequacy of the information provided in these commentaries. Views and any strategies described in these commentaries may not be suitable for all investors. Opinions expressed herein may differ from the opinions expressed by other units of PSPL or its connected persons and associates. Any reference to or discussion of investment products or commodities in these commentaries is purely for illustrative purposes only and must not be construed as a recommendation, an offer or solicitation for the subscription, purchase or sale of the investment products or commodities mentioned. This advertisement has not been reviewed by the Monetary Authority of Singapore.
ETF Market Analysis: Oil & Hang Seng Set for January Gains
Exchange-traded funds delivered mixed results in December, with notable divergence across asset classes. Gold-tracking ETF GLDM emerged as the top performer, gaining 2.3%, followed closely by Singapore equities ETF ES3, which advanced 2.2%. These gains contrasted sharply with the oil-tracking ETF XOP, which posted the month's worst performance, down 5.1%. Current Market Trends and Technical Analysis The current technical landscape reveals distinct patterns across major asset classes. Gold and Singapore equities have established clear upward momentum, positioning themselves favourably for continued strength. Meanwhile, several major indices and commodities are trading in a range-bound pattern. The S&P 500, US Treasury bonds, Oil, and the Hang Seng Index are all consolidating within defined trading ranges, suggesting potential breakout opportunities. Bitcoin stands out as the only asset class currently in a confirmed downtrend. January Outlook and Investment Opportunities Looking ahead to January, market conditions suggest selective opportunities for investors. Oil and Hang Seng Index ETFs are expected to outperform amid an otherwise lacklustre month for broader markets. This projection represents a notable shift for oil, which may recover from its poor showing in December. Conversely, investors should prepare for potential pullbacks in US Treasury bonds and gold ETFs, despite gold's strong December performance. The precious metal's recent gains may face near-term consolidation pressure. Market Consolidation Expected Several asset classes are likely to trade sideways in January. ETFs tracking the S&P 500, Bitcoin, and Singapore equities are expected to enter consolidation phases, suggesting limited directional movement despite varying underlying fundamentals. This mixed outlook reflects the complex interplay of global economic factors and technical conditions that continue to influence ETF performance across different asset classes and geographic regions. Frequently Asked Questions Q: Which ETFs performed best in December? A: Gold ETF GLDM was the top performer with a 2.3% gain, followed by Singapore equities ETF ES3 with a 2.2% increase. Q: What was the worst-performing ETF in December? A: Oil-tracking ETF XOP was the worst performer, declining 5.1% during the month. Q: Which asset classes are currently in uptrends? A: Gold and Singapore equities are currently showing upward momentum and established uptrends. Q: What assets are expected to outperform in January? A: ETFs tracking oil and the Hang Seng Index are expected to deliver gains in January. Q: Which ETFs may see pullbacks in January? A: US Treasury bonds and gold ETFs are likely to experience pullbacks despite gold's strong December showing. Q: What assets are in consolidation phases? A: The S&P 500, US Treasury bonds, Oil, and Hang Seng Index are currently in range consolidation, while Bitcoin is in a downtrend. Q: Which ETFs are expected to see sideways movement in January? A: ETFs tracking the S&P 500, Bitcoin, and Singapore equities are likely to experience price consolidation with limited directional movement. This article has been auto-generated using PhillipGPT. It is based on a report by a Phillip Securities Research analyst. Disclaimer These commentaries are intended for general circulation and do not have regard to the specific investment objectives, financial situation and particular needs of any person. Accordingly, no warranty whatsoever is given and no liability whatsoever is accepted for any loss arising whether directly or indirectly as a result of any person acting based on this information. You should seek advice from a financial adviser regarding the suitability of any investment product(s) mentioned herein, taking into account your specific investment objectives, financial situation or particular needs, before making a commitment to invest in such products. Opinions expressed in these commentaries are subject to change without notice. Investments are subject to investment risks including the possible loss of the principal amount invested. The value of units in any fund and the income from them may fall as well as rise. Past performance figures as well as any projection or forecast used in these commentaries are not necessarily indicative of future or likely performance. Phillip Securities Pte Ltd (PSPL), its directors, connected persons or employees may from time to time have an interest in the financial instruments mentioned in these commentaries. The information contained in these commentaries has been obtained from public sources which PSPL has no reason to believe are unreliable and any analysis, forecasts, projections, expectations and opinions (collectively the “Research”) contained in these commentaries are based on such information and are expressions of belief only. PSPL has not verified this information and no representation or warranty, express or implied, is made that such information or Research is accurate, complete or verified or should be relied upon as such. Any such information or Research contained in these commentaries are subject to change, and PSPL shall not have any responsibility to maintain the information or Research made available or to supply any corrections, updates or releases in connection therewith. In no event will PSPL be liable for any special, indirect, incidental or consequential damages which may be incurred from the use of the information or Research made available, even if it has been advised of the possibility of such damages. The companies and their employees mentioned in these commentaries cannot be held liable for any errors, inaccuracies and/or omissions howsoever caused. Any opinion or advice herein is made on a general basis and is subject to change without notice. The information provided in these commentaries may contain optimistic statements regarding future events or future financial performance of countries, markets or companies. You must make your own financial assessment of the relevance, accuracy and adequacy of the information provided in these commentaries. Views and any strategies described in these commentaries may not be suitable for all investors. Opinions expressed herein may differ from the opinions expressed by other units of PSPL or its connected persons and associates. Any reference to or discussion of investment products or commodities in these commentaries is purely for illustrative purposes only and must not be construed as a recommendation, an offer or solicitation for the subscription, purchase or sale of the investment products or commodities mentioned. This advertisement has not been reviewed by the Monetary Authority of Singapore.
SATS Builds Global Platform to Navigate Market Volatility
Company Overview SATS Ltd is a leading aviation services provider specializing in ground handling and cargo operations across multiple international markets. Following its successful integration of Worldwide Flight Services (WFS), the company has evolved into a comprehensive global air cargo operator with an expanded network spanning multiple continents. Key Investment Highlights SATS demonstrates remarkable operational resilience by strategically redeploying capacity to high-demand routes during periods of trade volatility. The company's proactive business development efforts have resulted in significant new contract acquisitions, positioning it favourably in the competitive aviation services sector. The transformational integration of WFS has fundamentally changed SATS' business model, shifting from station-specific or project-based incremental wins to securing network-wide cargo handling mandates. This strategic evolution enhances the company's value proposition to major airline clients seeking comprehensive global solutions. Major Contract Wins Drive Growth SATS has secured several landmark contracts for FY26, highlighting its emergence as a significant global air cargo operator. Notable achievements include an overseas hub-carrier contract with Riyadh Air, a multi-station cargo contract with Turkish Airlines in the United States, and a contract renewal for cargo handling operations in the US and Europe with Saudia Cargo. These wins demonstrate the company's ability to compete successfully for large-scale, multi-regional mandates. Research Recommendation and Outlook Phillip Securities Research has downgraded SATS to a NEUTRAL recommendation, while raising the target price to S$3.84 from S$3.66. The higher target price reflects expectations that the removal of the De Minimis exemption will have less disruptive impact on SATS' cargo operations in the Americas, supported by rising demand from US domestic freight routes. The research firm has increased its FY26e PATMI forecast by 5.5% to S$249 million. Earnings stability is expected to be underpinned by approximately 20 contract wins and renewals secured in FY25 and FY26, with phased revenue recognition across long contract tenures providing operational stability and predictable cash flows. Frequently Asked Questions Q: What is SATS' current stock recommendation and target price? A: Phillip Securities Research has downgraded SATS to NEUTRAL with a raised target price of S$3.84, up from the previous target of S$3.66. Q: How has SATS' business model changed after the WFS integration? A: SATS has transitioned from station-specific or project-based incremental wins to securing network-wide cargo handling mandates, establishing itself as a global air cargo operator. Q: What major contracts has SATS won for FY26? A:Key FY26 wins include an overseas hub-carrier contract with Riyadh Air, a US multi-station cargo contract with Turkish Airlines, and contract renewal for cargo handling in the US and Europe with Saudia Cargo. Q: How does SATS maintain operational resilience during trade volatility? A: SATS maintains resilience through capacity redeployment to routes with higher demand amid trade volatility and securing new contracts through business development efforts. Q: What are the revised earnings forecast for SATS? A: The FY26e PATMI forecast has been raised by 5.5% to S$249 million. Q: How many contract wins and renewals has SATS secured recently? A: SATS has secured approximately 20 contract wins and renewals in FY25 and FY26. Q: Why was the target price increased despite the downgrade? A: The higher target price reflects expectations that the removal of the De Minimis exemption will be less disruptive to SATS' cargo operations in the Americas, supported by rising demand from US domestic freight routes. Q: What provides earnings stability for SATS going forward? A: Earnings resilience is underpinned by the contract wins and renewals, with phased revenue recognition across long contract tenures providing stability. This article has been auto-generated using PhillipGPT. It is based on a report by a Phillip Securities Research analyst. Disclaimer These commentaries are intended for general circulation and do not have regard to the specific investment objectives, financial situation and particular needs of any person. Accordingly, no warranty whatsoever is given and no liability whatsoever is accepted for any loss arising whether directly or indirectly as a result of any person acting based on this information. You should seek advice from a financial adviser regarding the suitability of any investment product(s) mentioned herein, taking into account your specific investment objectives, financial situation or particular needs, before making a commitment to invest in such products. Opinions expressed in these commentaries are subject to change without notice. Investments are subject to investment risks including the possible loss of the principal amount invested. The value of units in any fund and the income from them may fall as well as rise. Past performance figures as well as any projection or forecast used in these commentaries are not necessarily indicative of future or likely performance. Phillip Securities Pte Ltd (PSPL), its directors, connected persons or employees may from time to time have an interest in the financial instruments mentioned in these commentaries. The information contained in these commentaries has been obtained from public sources which PSPL has no reason to believe are unreliable and any analysis, forecasts, projections, expectations and opinions (collectively the “Research”) contained in these commentaries are based on such information and are expressions of belief only. PSPL has not verified this information and no representation or warranty, express or implied, is made that such information or Research is accurate, complete or verified or should be relied upon as such. Any such information or Research contained in these commentaries are subject to change, and PSPL shall not have any responsibility to maintain the information or Research made available or to supply any corrections, updates or releases in connection therewith. In no event will PSPL be liable for any special, indirect, incidental or consequential damages which may be incurred from the use of the information or Research made available, even if it has been advised of the possibility of such damages. The companies and their employees mentioned in these commentaries cannot be held liable for any errors, inaccuracies and/or omissions howsoever caused. Any opinion or advice herein is made on a general basis and is subject to change without notice. The information provided in these commentaries may contain optimistic statements regarding future events or future financial performance of countries, markets or companies. You must make your own financial assessment of the relevance, accuracy and adequacy of the information provided in these commentaries. Views and any strategies described in these commentaries may not be suitable for all investors. Opinions expressed herein may differ from the opinions expressed by other units of PSPL or its connected persons and associates. Any reference to or discussion of investment products or commodities in these commentaries is purely for illustrative purposes only and must not be construed as a recommendation, an offer or solicitation for the subscription, purchase or sale of the investment products or commodities mentioned. This advertisement has not been reviewed by the Monetary Authority of Singapore.
Yoma Strategic Holdings Delivers Strong Property Performance in 1H26
Record Revenue Performance Yoma Strategic Holdings Ltd achieved its highest six-month revenue in 1H26, demonstrating significant operational improvements despite challenging market conditions. The company reported narrower losses of US$8.7 million compared to US$10.5 million in 1H25, marking a substantial improvement in overall financial performance. Property Development Drives Growth The standout performer in Yoma's portfolio was its property development division, Yoma Land Development, which delivered exceptional results with net profit doubling to US$15 million. This represents a remarkable 104% year-over-year jump in earnings, primarily driven by the success of Pun Hlaing Estate's landed projects. These premium developments have benefited from superior pricing power and healthy profit margins, positioning the division as a key growth driver for the company. Company Overview and Market Position Yoma Strategic Holdings operates as a diversified conglomerate with significant exposure to Myanmar's developing economy. The company's business portfolio spans property development, food and beverage operations, and mobile finance services. Through its property arm, Yoma focuses on developing high-quality residential and commercial projects that cater to Myanmar's growing middle class and expatriate community. Financial Resilience and Strategic Progress Despite a 9% currency decline, Yoma demonstrated remarkable operational resilience, growing core EBITDA by 50% year-over-year to US$20.5 million in 1H26. The company's ability to implement price increases in an inflationary environment has been crucial in maintaining and expanding operating margins across its business segments. The property development division continues to perform strongly, driven by its focus on projects with superior amenities and infrastructure. Meanwhile, the food and beverage segment has maintained stable earnings through strategic price adjustments to preserve margins. The mobile finance division is undergoing a strategic transition toward payments and deposit float as primary sources of profitability. Finance costs remain the company's most significant expense at US$18 million, down from US$20.1 million in 1H25. The company has initiated a deleveraging process to reduce interest expenses, supported by significantly improved operating cash flow, which climbed 150% year-over-year to US$16.9 million. With a current book value of S$0.189 per share, Yoma appears well-positioned for continued growth. Frequently Asked Questions Q: What were Yoma Strategic Holdings' key financial highlights in 1H26? A: Yoma reported its highest six-month revenue in 1H26 with narrower losses of US$8.7 million compared to US$10.5 million in 1H25. Core EBITDA grew 50% year-over-year to US$20.5 million despite a 9% currency decline. Q: Which business segment performed best during the period? A: Property development was the standout performer, with Yoma Land Development achieving a 104% year-over-year jump in earnings to US$15 million, driven by strong performance from Pun Hlaing Estate's landed projects. Q: How did Yoma manage to grow earnings despite currency headwinds? A: The company successfully implemented price increases across its business segments in response to inflationary pressures, which helped sustain margins and drive operating earnings growth. Q: What is driving the success of Yoma's property development business? A: The property development division benefits from projects with good amenities and infrastructure, particularly the premium-priced landed projects at Pun Hlaing Estate that enjoy healthy profit margins. Q: How is the company addressing its finance costs? A: Yoma has initiated a deleveraging process to reduce interest expenses. Finance costs decreased from US$20.1 million in 1H25 to US$18 million in 1H26, while operating cash flow improved significantly. Q: What is the current book value per share? A: The company's book value is currently S$0.189 per share. Q: How did operating cash flow perform in 1H26? A: Operating cash flow showed strong improvement, climbing 150% year-over-year to US$16.9 million in 1H26. Q: What strategic changes are occurring in the mobile finance business? A: The mobile finance division is transitioning toward payments and deposit float as primary sources of profitability, representing a strategic shift in its business model. This article has been auto-generated using PhillipGPT. It is based on a report by a Phillip Securities Research analyst. Disclaimer These commentaries are intended for general circulation and do not have regard to the specific investment objectives, financial situation and particular needs of any person. Accordingly, no warranty whatsoever is given and no liability whatsoever is accepted for any loss arising whether directly or indirectly as a result of any person acting based on this information. You should seek advice from a financial adviser regarding the suitability of any investment product(s) mentioned herein, taking into account your specific investment objectives, financial situation or particular needs, before making a commitment to invest in such products. Opinions expressed in these commentaries are subject to change without notice. Investments are subject to investment risks including the possible loss of the principal amount invested. The value of units in any fund and the income from them may fall as well as rise. Past performance figures as well as any projection or forecast used in these commentaries are not necessarily indicative of future or likely performance. Phillip Securities Pte Ltd (PSPL), its directors, connected persons or employees may from time to time have an interest in the financial instruments mentioned in these commentaries. The information contained in these commentaries has been obtained from public sources which PSPL has no reason to believe are unreliable and any analysis, forecasts, projections, expectations and opinions (collectively the “Research”) contained in these commentaries are based on such information and are expressions of belief only. PSPL has not verified this information and no representation or warranty, express or implied, is made that such information or Research is accurate, complete or verified or should be relied upon as such. Any such information or Research contained in these commentaries are subject to change, and PSPL shall not have any responsibility to maintain the information or Research made available or to supply any corrections, updates or releases in connection therewith. In no event will PSPL be liable for any special, indirect, incidental or consequential damages which may be incurred from the use of the information or Research made available, even if it has been advised of the possibility of such damages. The companies and their employees mentioned in these commentaries cannot be held liable for any errors, inaccuracies and/or omissions howsoever caused. Any opinion or advice herein is made on a general basis and is subject to change without notice. The information provided in these commentaries may contain optimistic statements regarding future events or future financial performance of countries, markets or companies. You must make your own financial assessment of the relevance, accuracy and adequacy of the information provided in these commentaries. Views and any strategies described in these commentaries may not be suitable for all investors. Opinions expressed herein may differ from the opinions expressed by other units of PSPL or its connected persons and associates. Any reference to or discussion of investment products or commodities in these commentaries is purely for illustrative purposes only and must not be construed as a recommendation, an offer or solicitation for the subscription, purchase or sale of the investment products or commodities mentioned. This advertisement has not been reviewed by the Monetary Authority of Singapore.
Buffer ETFs — What Are They and How Do They Work?
Introduction to Buffer ETFs Buffer ETFs are constructed using options and are also known as defined-outcome ETFs, offering investors a preset range of potential returns and risks over a typical one-year period. In other words, they’re designed to limit downside losses while still allowing you to stay invested in the market. Think of them as a way to smooth out volatility without completely giving up growth opportunities. First Trust Vest US Equity Buffer ETF - December 2025 (FDEC) Here’s a quick illustration: FDEC.US offers up to 14.76% potential upside while absorbing the first 10% of market losses. This allows investors to participate in potential growth with a built-in buffer. If SPY.US finishes the outcome period with returns between 0% and –10%, the investor would not incur losses (before fees). Overview of MAS SIP Requirements As Buffer ETFs use more complex structures, they fall under Specified Investment Products (SIPs). This means investors must demonstrate a certain level of knowledge before trading them. Since 2012, in alignment with the Monetary Authority of Singapore's efforts to enhance trading protections for retail investors, brokers are required to assess an investor's relevant knowledge and experience before permitting investments in SIPs. As a result, investors must complete the Customer Account Review (CAR) eligibility form before being allowed to invest in listed SIPs. If you’re new to these products, you can build your understanding by completing the SIP product knowledge module offered through the SGX Academy to become eligible to trade. How does Buffer ETFs work? Buffer ETFs achieve their defined outcomes through the use of options strategies, primarily by combining long and short options on market indices such as the S&P 500. By understanding how these option combinations work, you can better appreciate how the ETF is constructed and how its risk-reward profile is designed. This makes it easier to evaluate whether a Buffer ETF aligns with your investment goals, especially in volatile market conditions. First Trust Vest US Equity Buffer ETF - December 2024 (FDEC) The payoff structure of FDEC.US can be visualised via the risk-return chart available on the First Trust website, as well as those of other Buffer ETF issuers. The diagram illustrates how the downside buffer and upside cap interact to shape investor outcomes over the defined outcome period. According to the fund’s Objective/Strategy section, FDEC.US aims to deliver returns (before fees and expenses) that match the price return of the SPY ETF (which tracks the SP500 index), up to a predetermined upside cap of 14.76%, while providing a 10% buffer against the first losses of the reference asset for the outcome period from 23 December 2024 to 19 December 2025. Buffer ETFs, such as FDEC.US, typically reset annually. The options contracts that underpin the buffer-cap structure expire at the end of the outcome period, after which a new outcome period begins with newly defined cap and buffer levels, based on prevailing interest rates and market volatility. Investors can hold the ETF through the expiry of one period and into the next; however, it is essential to note that the cap and buffer terms may vary from one period to the next. Why Buffer ETFs Are Designed for Long-Term Investors Buffer ETFs work best when held for the entire outcome period, as this allows the built-in options strategy to fully deliver the intended balance between downside protection and capped upside participation. Entering or exiting mid-period can result in different outcomes from those originally designed. S&P 500 Historical Annual Returns (1927-2025)Source: Macrotrends Looking at the historical data, the S&P 500 has delivered strong average returns over time. While positive years are more common, market downturns can still occur, and the index is typically down by around 10% during negative periods. Therefore, Buffer ETFs may serve as a useful tool for managing downside risk, given the built-in buffer. The Drawbacks and Risks of Buffer ETFs 1. Limited Upside (Capped Returns) Buffer ETFs offer downside protection but cap upside potential. If the market rallies strongly, investors will not fully participate, resulting in an opportunity cost compared to traditional index ETFs. 2. Protection Only Works Within a Specific Outcome Period Each Buffer ETF operates within a defined outcome period (typically one year). The buffer and upside cap apply only when the ETF is held for the full period, due to the structure of the underlying options. Selling before the end of the outcome period may lead to unexpected losses or reduced gains. Buying mid-cycle may result in a partially utilised buffer or a lower effective cap. 3. The Buffer Can Be “Used Up” If the underlying index declines more than the stated buffer (e.g., a 10% buffer versus a 20% market drop), the ETF will begin to experience losses beyond the protected range. The buffer does not eliminate all downside risk. 4. Potential Underperformance in Flat or Choppy Markets When markets are sideways or mildly volatile, the combination of capped upside and embedded options costs can cause Buffer ETFs to underperform a standard index ETF tracking the same benchmark. 5. Higher Expense Ratios Buffer ETFs generally carry higher management fees, typically around 0.5% to 1%, compared with traditional S&P 500 ETFs, which often charge less than 0.05%. 6. Return Lag in Volatile Markets Because Buffer ETFs are constructed using options, sharp market movements can cause pricing lag due to changes in option premiums. For example, if the S&P 500 (SPY.US) rises 5% during a volatile period, a corresponding Buffer ETF might rise only around 4.2%, depending on where it is in its outcome period and how its options are priced. List of Buffer ETFs Buffer ETFs are designed to provide downside protection while allowing investors to participate in market gains, making them an attractive choice for those seeking a more controlled approach to equity investing. Below is a list of popular Buffer ETFs available in the market: Issuer Underlying Offered Buffer ETFs Ticker Code First Trust SPY Monthly 10% Buffer FJAN, FFEB, FMAR, FAPR, FMAY, FJUN, FJUL, FAUG, FSEP, FOCT, FNOV, FDEC iShares IVV Quarterly 10% Buffer STEN, TEND, TENM, TENJ First Trust QQQ Quarterly 10% Buffer QMAR, QJUN, QSPT, QDEC First Trust EFA Quarterly 10% Buffer YMAR, YJUN, YSEP, YDEC These ETFs are suited to investors seeking strategic market exposure with controlled risk, particularly in volatile market environments. Should You Invest in a Buffer ETF? Buffer ETFs can be an attractive choice for investors looking to gain exposure to equity markets while actively managing risk. These ETFs offer built-in downside protection, which can help mitigate the impact of moderate market declines and provide clearly defined potential gains and losses over a fixed outcome period. They are particularly suited for investors with a tactical investment approach who intend to hold the ETF for the full outcome period to fully benefit from the buffer structure. By tracking major indices such as the S&P 500 or the Nasdaq 100, Buffer ETFs also offer diversified exposure to both US and international equities. However, investors should be aware that the upside returns are capped, meaning they may miss out on large market rallies, and that early exits or mid-cycle purchases can reduce the effectiveness of the protection. In addition, higher expense ratios and embedded option costs can slightly impact returns compared with traditional ETFs. Overall, Buffer ETFs are best viewed as a complement to a broader investment portfolio, offering a balance between growth potential and controlled downside risk, particularly in uncertain or volatile market conditions. Start Your Global Investment Journey Today! Open an account with POEMS and take the first step toward a diversified, globally-focused portfolio! For more information about trading on POEMS, you can visit our website or reach out to our Night Desk representatives at 6531 1225. Disclaimer These commentaries are intended for general circulation and do not have regard to the specific investment objectives, financial situation and particular needs of any person. Accordingly, no warranty whatsoever is given and no liability whatsoever is accepted for any loss arising whether directly or indirectly as a result of any person acting based on this information. You should seek advice from a financial adviser regarding the suitability of any investment product(s) mentioned herein, taking into account your specific investment objectives, financial situation or particular needs, before making a commitment to invest in such products. Opinions expressed in these commentaries are subject to change without notice. Investments are subject to investment risks including the possible loss of the principal amount invested. The value of units in any fund and the income from them may fall as well as rise. Past performance figures as well as any projection or forecast used in these commentaries are not necessarily indicative of future or likely performance. Phillip Securities Pte Ltd (PSPL), its directors, connected persons or employees may from time to time have an interest in the financial instruments mentioned in these commentaries. The information contained in these commentaries has been obtained from public sources which PSPL has no reason to believe are unreliable and any analysis, forecasts, projections, expectations and opinions (collectively the “Research”) contained in these commentaries are based on such information and are expressions of belief only. PSPL has not verified this information and no representation or warranty, express or implied, is made that such information or Research is accurate, complete or verified or should be relied upon as such. Any such information or Research contained in these commentaries are subject to change, and PSPL shall not have any responsibility to maintain the information or Research made available or to supply any corrections, updates or releases in connection therewith. 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Oracle Corporation Raises FY27 Revenue Guidance by $4 Billion Amid Strong Cloud Growth
Oracle Corporation, a leading enterprise software and cloud computing company, has demonstrated solid performance in the first half of fiscal 2026, with revenue and adjusted profit after tax and minority interests meeting expectations at 47% and 43% of full-year forecasts respectively. The technology giant specialises in database management systems, cloud infrastructure services, and enterprise software solutions, positioning itself as a comprehensive provider in the rapidly evolving artificial intelligence and cloud computing landscape. Strong Performance Driven by Cloud Infrastructure Demand The company's financial results showcase robust momentum, with group revenue climbing 14% year-over-year, primarily propelled by Oracle Cloud's impressive 34% annual growth. This expansion reflects the increasing enterprise demand for cloud infrastructure services as organisations continue their digital transformation initiatives. Additionally, Oracle recorded a substantial $2.7 billion pre-tax gain from divesting its interest in Ampere Computing, further strengthening its financial position. Raised Capital Expenditure and Revenue Projections Oracle has significantly increased its capital expenditure forecast to $50 billion for FY26, representing a $15 billion upward revision from the first quarter projection. This substantial investment reflects the company's commitment to expanding its data center infrastructure to meet growing demand. The company has also raised its FY27 revenue guidance by $4 billion, supported by higher remaining performance obligations this quarter. For the third quarter of FY26, Oracle projects group revenue growth of 16-18%, with Oracle Cloud expected to accelerate dramatically to 37-41% year-over-year growth, compared to 23% in the previous year. Adjusted earnings per share are anticipated to increase 16-18% to $1.70-1.74. Investment Outlook and Strategic Position Phillip Securities Research maintains a BUY recommendation with a slightly adjusted DCF target price of $344, down from the previous $350, primarily due to the increased capital expenditure requirements. The research firm expects performance acceleration in the second half of FY26 as additional data centres become operational. Oracle's strategic positioning as a specialized Oracle Cloud Infrastructure provider and comprehensive AI solutions company, backed by a significant remaining performance obligations backlog, supports the positive outlook. The company's potential upside depends largely on the successful execution of multi-billion-dollar artificial intelligence deals. Frequently Asked Questions Q: What were Oracle's key financial highlights for the first half of FY26? A: Oracle's 1H26 revenue and adjusted PATMI were within expectations at 47% and 43% of FY26 forecasts respectively. Group revenue rose 14% year-over-year, led by Oracle Cloud's 24% growth, and the company recorded a $2.7 billion pre-tax gain from selling its Ampere Computing interest. Q: How much has Oracle raised its FY27 revenue guidance? A: Oracle has raised its FY27 revenue guidance by $4 billion following higher remaining performance obligations this quarter. Q: What is Oracle's current capital expenditure projection for FY26? A: Oracle has increased its FY26 CAPEX projection to $50 billion, which is $15 billion higher than the 1Q25 forecast Q: What growth rates does Oracle expect for Q3 FY26? A: For 3Q26, Oracle expects group revenue growth of 16-18%, with Oracle Cloud accelerating to 37-41% year-over-year growth, up from 23% a year ago. Adjusted EPS is projected to rise 16-18% to $1.70-1.74. Q: What is Phillip Securities Research's recommendation and target price for Oracle? A: Phillip Securities Research maintains a BUY recommendation with a DCF target price of $344, down from the previous $350 due to increased CAPEX requirements. Q: What factors support Oracle's positive outlook according to the research? A: Oracle's position as a niche Oracle Cloud Infrastructure provider and full-stack AI provider, supported by a significant remaining performance obligations backlog, supports the bullish outlook. The company is expected to benefit from acceleration in 2H26 as more data centers come online. Q: What could drive potential upside for Oracle's stock? A: Potential upside for Oracle hinges on faster execution of multi-billion-dollar artificial intelligence deals, which could accelerate the company's growth beyond current projections. This article has been auto-generated using PhillipGPT. It is based on a report by a Phillip Securities Research analyst. Disclaimer These commentaries are intended for general circulation and do not have regard to the specific investment objectives, financial situation and particular needs of any person. Accordingly, no warranty whatsoever is given and no liability whatsoever is accepted for any loss arising whether directly or indirectly as a result of any person acting based on this information. You should seek advice from a financial adviser regarding the suitability of any investment product(s) mentioned herein, taking into account your specific investment objectives, financial situation or particular needs, before making a commitment to invest in such products. Opinions expressed in these commentaries are subject to change without notice. Investments are subject to investment risks including the possible loss of the principal amount invested. The value of units in any fund and the income from them may fall as well as rise. 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Adobe Inc Delivers Solid FY25 Results as Semrush Acquisition Strengthens Marketing Portfolio
Strong Financial Performance Meets Expectations Adobe Inc. has delivered solid fiscal year 2025 results in line with analyst expectations, with revenue and adjusted profit after tax and minority interest reaching 101% and 100% of forecasts, respectively. The company's fourth-quarter 2025 adjusted profit after tax and minority interest grew 8% year-on-year to US$2.3 billion, driven by stronger revenue performance and improved operating leverage across its business segments. Company Overview and Market Position Adobe Inc operates as a leading software company specializing in creative and marketing solutions for professionals and enterprises. The company's core business revolves around subscription-based services, positioning it as a dominant player in the digital content creation and marketing technology sectors. Strategic Acquisition and Forward Guidance Looking ahead to the first quarter of fiscal year 2026, Adobe has provided optimistic guidance, with adjusted earnings per share expected to be US$5.85 to US$5.90, representing 16% year-over-year growth. Revenue is projected to reach US$6.25 to US$6.30 billion, marking 10% year-on-year growth. This growth is expected to be driven primarily by a 10% increase in Creative and Marketing Professionals Subscription revenue, forecast to reach US$4.3 to US$4.33 billion. The company's strategic US$1.9 billion acquisition of Semrush is anticipated to close in the first half of fiscal year 2026, with minimal earnings-per-share impact in the initial year, before becoming accretive thereafter. This acquisition is expected to strengthen Adobe's marketing capabilities and expands its addressable market. Investment Outlook and Recommendation Phillip Securities Research maintains a BUY recommendation for Adobe Inc, though with a revised DCF target price of US$487, down from the previous US$560. For fiscal year 2026, analysts expect 10% revenue growth and 6% earnings-per-share growth, supported by increased adoption of artificial intelligence and higher subscription revenue. The research firm retains a 7.3% weighted average cost of capital but has lowered the terminal growth rate to 3.5% from 4%, reflecting increased competition from generative AI solutions among smaller customers. However, risks remain limited for enterprise clients utilizing Adobe for complex workflows, where third-party models complement rather than compete with the platform. Frequently Asked Questions Q: What were Adobe's FY25 financial results compared to expectations? A: Adobe's FY25 results met expectations with revenue and adjusted PATMI at 101% and 100% of forecasts, respectively. The 4Q25 adjusted PATMI increased 8% year over year to US$2.3 billion. Q: What is Adobe's guidance for 1Q26? A: Adobe expects adjusted EPS of US$5.85-5.90 (16% YoY growth) on revenue of US$6.25-6.30 billion (10% YoY growth), with Creative & Marketing Professionals Subscription revenue growing 10% to US$4.3-4.33 billion. Q: When will the Semrush acquisition close, and what is its expected impact? A: The US$1.9 billion Semrush acquisition is expected to close in the first half of FY26 with minimal EPS impact in the first year but will be accretive thereafter. Q: What is Phillip Securities Research's recommendation and target price? A: Phillip Securities maintains a BUY recommendation with a DCF target price of US$487, down from the previous US$560. Q: What are the expected growth rates for FY26? A: For FY26, analysts expect 10% revenue growth and 6% EPS growth, supported by rising AI adoption and higher subscription revenue. Q: What factors led to the lower target price? A: The lower target price reflects a reduced terminal growth rate to 3.5% from 4% due to increased competition from generative AI among smaller customers, while maintaining a 7.3% WACC. Q: What risks does Adobe face from AI competition? A: Risks remain limited for enterprise clients using Adobe for complex workflows, where third-party AI models complement the platform rather than compete directly with it. This article has been auto-generated using PhillipGPT. It is based on a report by a Phillip Securities Research analyst. Disclaimer These commentaries are intended for general circulation and do not have regard to the specific investment objectives, financial situation and particular needs of any person. Accordingly, no warranty whatsoever is given and no liability whatsoever is accepted for any loss arising whether directly or indirectly as a result of any person acting based on this information. You should seek advice from a financial adviser regarding the suitability of any investment product(s) mentioned herein, taking into account your specific investment objectives, financial situation or particular needs, before making a commitment to invest in such products. Opinions expressed in these commentaries are subject to change without notice. Investments are subject to investment risks including the possible loss of the principal amount invested. The value of units in any fund and the income from them may fall as well as rise. Past performance figures as well as any projection or forecast used in these commentaries are not necessarily indicative of future or likely performance. Phillip Securities Pte Ltd (PSPL), its directors, connected persons or employees may from time to time have an interest in the financial instruments mentioned in these commentaries. 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Magnificent 7 Tech Stocks Post Mixed Performance in November 2025
The Magnificent 7 technology stocks experienced a challenging November 2025, with the group declining 1.9% as investors rotated out of mega-cap technology names into cyclical and financial sectors. Despite underperforming the S&P 500's 1.2% gain, the group still outperformed the NASDAQ, which fell 2.0% during the month. Market Rotation Drives Mixed Results The month was characterised by significant profit-taking and renewed valuation concerns, triggering a pronounced sector rotation away from large-cap technology stocks. This shift reflected investors' growing appetite for cyclical and financial names as market dynamics evolved. Individual performance within the Magnificent 7 varied dramatically. Google (GOOGL) emerged as the standout performer, surging 14% following the successful launch of its Gemini 3 AI model. Apple (AAPL) also posted solid gains of 3%, benefiting from strong iPhone demand and effective cost-cutting measures that supported margins. However, these gains were offset by notable declines in other group members. NVIDIA (NVDA) fell 13% as investors rotated out of AI-focused stocks amid growing valuation concerns in the sector. Tesla (TSLA) declined 6% as intensifying price competition in the electric vehicle market led to margin erosion pressures. Investment Outlook Remains Positive Despite November's mixed performance, Phillip Securities Research maintains an OVERWEIGHT recommendation on the Magnificent 7 stocks. The team believes that earnings growth for these companies, excluding Tesla, will continue to outpace both the S&P 500 and the NASDAQ 100. Several key tailwinds support this optimistic outlook. The adoption and demand for artificial intelligence technologies continues to expand globally, with sovereign nations including the European Union and United Arab Emirates increasing their AI investments. Additionally, the US government's AI Action Plan, unveiled in July 2025, is expected to provide further support for the sector. The research also points to anticipated monetary policy changes, with more rate cuts expected in 2026, which could provide a favourable environment for technology stocks to resume their growth trajectory. Frequently Asked Questions Q: How did the Magnificent 7 perform compared to major indices in November 2025? A: The Magnificent 7 declined 1.9%, underperforming the S&P 500's 1.2% gain but outperforming the NASDAQ's 2.0% decline. Q: What caused the sector rotation away from mega-cap technology stocks? A: The rotation was triggered by profit-taking and renewed valuation concerns, leading investors to move into cyclical and financial sectors. Q: Which Magnificent 7 stocks performed best in November? A: Google (GOOGL) was the top performer with a 14% gain due to its successful Gemini 3 AI model launch, followed by Apple (AAPL) with a 3% increase. Q: Why did NVIDIA decline during the month? A: NVIDIA fell 13% due to investor rotation out of AI-focused stocks and growing valuation concerns in the artificial intelligence sector. Q: What is Phillip Securities Research's recommendation on the Magnificent 7? A: The firm maintains an OVERWEIGHT recommendation on the Magnificent 7 stocks, believing their earnings growth will continue to outperform major indices. Q: What factors support the positive outlook for these stocks? A: Key tailwinds include greater AI adoption by sovereign nations like the EU and UAE, the US government's AI Action Plan from July 2025, and expected rate cuts in 2026. Q: Which stock is excluded from the positive earnings growth outlook? A: Tesla (TSLA) is excluded from the expectation that Magnificent 7 earnings will outperform the S&P 500 and NASDAQ 100. Q: What challenges did Tesla face in November? A: Tesla declined 6% due to price competition in the electric vehicle market that led to margin erosion pressures. This article has been auto-generated using PhillipGPT. It is based on a report by a Phillip Securities Research analyst. Disclaimer These commentaries are intended for general circulation and do not have regard to the specific investment objectives, financial situation and particular needs of any person. Accordingly, no warranty whatsoever is given and no liability whatsoever is accepted for any loss arising whether directly or indirectly as a result of any person acting based on this information. You should seek advice from a financial adviser regarding the suitability of any investment product(s) mentioned herein, taking into account your specific investment objectives, financial situation or particular needs, before making a commitment to invest in such products. Opinions expressed in these commentaries are subject to change without notice. Investments are subject to investment risks including the possible loss of the principal amount invested. The value of units in any fund and the income from them may fall as well as rise. Past performance figures as well as any projection or forecast used in these commentaries are not necessarily indicative of future or likely performance. Phillip Securities Pte Ltd (PSPL), its directors, connected persons or employees may from time to time have an interest in the financial instruments mentioned in these commentaries. The information contained in these commentaries has been obtained from public sources which PSPL has no reason to believe are unreliable and any analysis, forecasts, projections, expectations and opinions (collectively the “Research”) contained in these commentaries are based on such information and are expressions of belief only. 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