Queueing Theory
Table of Contents
Queueing Theory
In today’s world, efficient resource management is a critical aspect of any successful strategy. Whether it’s waiting in line at a coffee shop or managing customer service enquiries, queues are a universal phenomenon that impact both individuals and businesses. This is where Queueing Theory comes into play. Originating from mathematical principles, Queueing Theory offers valuable insights and strategies for optimising the way resources are allocated to queues.
What is Queueing Theory?
Queueing Theory is a mathematical discipline that analyses and models the behaviour of queues or waiting lines. It provides a structured framework for understanding how waiting lines form, how they behave, and how resources can be allocated to optimise efficiency. Whether it’s a supermarket checkout, a call centre, or a manufacturing assembly line, Queueing Theory offers valuable tools for streamlining processes and minimising wait times.
Queueing Theory emerges as a powerful tool to enhance efficiency and customer satisfaction. By applying mathematical principles to real-world scenarios, it enables businesses to make informed decisions regarding queue management, staffing, and overall process optimisation. As the global demand for streamlined services and effective resource allocation continues to rise, Queueing Theory remains a cornerstone in shaping strategies that ensure smoother operations and happier customers, bridging the gap between theory and practise.
Understanding Queueing Theory
Queueing Theory is all about predicting and managing the flow of entities. It addresses these key points:
- Mathematics of waiting: Queueing Theory is a field of mathematics that focuses on the study of queues or waiting lines. It’s not just about standing in line, but it’s about predicting, modelling, and managing those lines efficiently.
- Optimising efficiency: Whether it’s at a grocery store checkout or an airport security line, understanding Queueing Theory helps businesses allocate resources in a way that minimises wait times and enhances overall efficiency.
- Factors in play: Queueing Theory considers various factors, such as how quickly customers arrive, how long it takes to serve them, the number of available servers, and the capacity of the queue itself.
- Strategic insights: By employing Queueing Theory, businesses gain insights into how to strategically manage queues. This includes determining the ideal number of cash registers to open during peak hours or scheduling appointments at a medical clinic.
- Predictive power: Queueing Theory employs mathematical models to predict queue behaviour under different circumstances. This helps organisations prepare for busy periods and allocate resources effectively.
Elements of Queueing Theory
Queueing Theory comprises key elements that define the dynamics of queues:
- Arrival process: This refers to the pattern at which entities arrive at the queue. The arrival process, often unpredictable, varies between regular patterns and random occurrences. Analysing this element helps businesses anticipate demand and allocate resources effectively.
- Service process: This defines how quickly entities are served by the available servers. Like the arrival process, the service process can also follow different distributions. The service process directly affects wait times and satisfaction levels.
- Queue discipline: It determines the order in which entities are served from the queue. Common disciplines include First-Come-First-Served, or FCFS, Priority, and Last-Come-First-Served, or LCFS. This universal element shapes the fairness and perceived fairness of waiting lines, impacting customer loyalty
- Queue capacity: This specifies the maximum number of entities that the queue can hold at any given time. Understanding the right queue capacity ensures smooth operations and optimal wait times.
History of Queueing Theory
The history of Queueing Theory traces back to the early 20th century, marked by a convergence of mathematical innovation and practical challenges. Danish engineer Agner Krarup Erlang played a pivotal role in its inception, applying mathematical concepts to solve complex telephone network traffic problems. His groundbreaking work laid the foundation for understanding the dynamics of queues and resource allocation.
During World War II, Queueing Theory gained further traction as engineers utilised it to optimise military logistics, showcasing its potential to enhance efficiency in real-world scenarios. Post-war, the advent of computing technology facilitated more sophisticated analyses, allowing businesses to explore the impacts of different queue management strategies.
Over time, Queueing Theory’s applications expanded into various sectors, such as telecommunications, manufacturing, healthcare, and service industries. Its evolution has been spurred by advancements in mathematics, computing power, and the increasing need for efficient resource management. Today, Queueing Theory stands as an integral part of strategy development, offering valuable insights into improving processes, reducing wait times, and ultimately delivering enhanced customer experiences.
Examples of Queueing Theory
Queueing Theory finds application across diverse sectors. Consider a theme park, for instance. Imagine the bustling gates of a theme park, where the convergence of eager visitors creates the potential for long queues and diminished experiences. By employing Queueing Theory, park managers meticulously analyse the influx of visitors per hour and the duration of time each ride takes to accommodate them. This data-driven insight empowers managers to strategically align staffing levels with peak demand, seamlessly kerbing waiting times and elevating the overall visitor encounter
In the healthcare sector, Queueing Theory continues to make a meaningful impact, notably within hospitals. With patient well-being at the forefront, hospitals use it to navigate the intricate web of patient flows, appointment scheduling, and resource allocation. Here, Queueing Theory operates as an indispensable tool, allowing healthcare facilities to streamline the patient journey. By forecasting patient arrivals, assessing the time required for various medical procedures, and gauging the availability of medical staff, hospitals can orchestrate a well-coordinated symphony of care. The result is a reduction in patient wait times, optimised medical resource allocation, and an improved healthcare experience for patients and medical professionals alike.
Frequently Asked Questions
Queueing Theory is vital for making informed decisions about resource allocation, service levels, and customer satisfaction. It empowers businesses to optimise processes, enhance operational efficiency, and improve overall service quality.
Queueing Theory employs mathematical models to simulate and predict queue behaviour. By manipulating parameters like arrival rates, service rates, and the number of servers, analysts can determine key performance indicators such as average wait time and utilisation rates.
The factors include arrival rates, service rates, number of servers, queue capacity, and queue discipline. These elements interact to shape the behaviour of the queue and the overall system.
Queueing Theory can be broadly categorised into four groups based on characteristics like the arrival process and service process:
- Single-Channel, Single-Phase: One server, one queue.
- Multi-Channel, Single-Phase: Multiple servers, one queue.
- Single-Channel, Multi-Phase: One server, multiple queues.
- Multi-Channel, Multi-Phase: Multiple servers, multiple queues.
The Queueing Theory problem involves analysing and solving challenges related to queues and waiting lines. This includes optimising resource allocation, predicting wait times, and devising strategies to improve system efficiency.
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The pricing strategy across the range, including US$100 price increases for the iPhone 18 Pro and Pro Max models, is expected to strengthen the overall product mix. This has prompted the analyst to raise FY27e revenue and PATMI estimates by 1% and 2% respectively, reflecting the anticipated benefits of higher iPhone ASPs and an improved product mix following the iPhone Duo launch and Pro lineup price increases. Challenges The sustainability of demand at these increasingly premium price points remains untested and represents a key concern for the investment outlook. The analyst notes that AI remains the weaker component of Apple's investment story, with execution and adoption likely to determine whether Apple Intelligence becomes a meaningful driver of replacement cycles. Several near-term headwinds weigh on the company's prospects, including supply constraints, rising memory costs, and AI regulations. Significantly, there is currently no clear evidence that Apple Intelligence is meaningfully driving product upgrades, which undermines a key potential growth catalyst. Outlook The outlook remains complicated despite the exciting new foldable product launch. Whilst strong initial demand is expected, particularly for the innovative iPhone Duo, the combination of unproven demand sustainability at premium price points and weak AI positioning creates uncertainty. The success of the product launches will likely depend on consumer acceptance of higher pricing and the eventual effectiveness of Apple Intelligence in driving upgrade cycles. Recommendation & Target Price Phillip Securities Research maintains a REDUCE recommendation on Apple Inc. The DCF target price has been increased to US$300 from the previous US$290, based on higher expected iPhone ASPs and stronger product mix. The WACC of 6.5% and terminal growth rate of 3.5% remain unchanged. Frequently Asked Questions [market_journal_faq] 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. 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Beyond The Usual Markets: Discover Kazakhstan
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Its stock exchange, Kazakhstan Stock Exchange (KASE), has quietly delivered 40% returns over the past 12 months, beating most developed and emerging markets. Yet non-residents account for just 8.3% of trading volume. The institutional wave has not arrived yet. We believe this represents a genuine early-mover window. The Astana International Financial Centre (AIFC), modelled on Dubai's DIFC and backed by a 2026–2028 strategy to attract sovereign wealth funds and global pension capital, has already channelled $21.5 billion in structured investment since inception, including $7.2 billion in 2025 alone. The infrastructure is being built to handle institutional money at scale. The question is whether your portfolio is positioned before that happens. Four Reasons This Market Stands Out The Tax Advantage: Plain And Simple Kazakhstan's tax regime for foreign investors in listed equities is one of the most favourable we have seen in any comparable market. Here is what matters most when investing through our platform. Dividends — 0% Withholding Tax (WHT) Shares that are actively traded on KASE (meeting monthly volume and transaction thresholds) qualify for a full withholding tax exemption on dividends for foreign investors. You may confirm your status with our Global Markets Desk before each position. Capital Gains — 0% For Individuals Non-resident individuals pay zero tax on capital gains from shares traded on the open market via KASE. For legal entities, gains are exempt after a 3-year holding period in non-subsoil-user companies. 53 Double-Tax Treaties Kazakhstan's double tax treaty (DTT) network covers Singapore, the US, UK, Germany, and most EU states. Investors from treaty countries benefit from further protection and potential rate reductions on non-exempt income. Tax-related information provided is for general guidance only. Please consult your tax advisor for confirmation and clarification. Five Stocks To Start With These five names represent the most liquid, transparent, and well-covered companies on KASE across five distinct sectors. Each was chosen for accessibility and suitability for investors new to the market. Risks To Keep In Mind Tenge Depreciation KZT forecast at 600–610 per USD by end-2026. At HSBK's 13% yield, the income more than offsets expected FX drag. For capital-focused positions (AIRA, KMGZ), the buffer is thinner. Oil Price Sensitivity Kazakhstan remains highly sensitive to oil prices, with crude strength supporting fiscal revenues, the tenge and KMGZ earnings. With Brent currently above USD 100/barrel, the oil-price backdrop is supportive of Kazakhstan’s macro outlook and energy sector profitability. However, a sustained reversal in crude prices would remain a key downside risk given the economy’s continued reliance on hydrocarbons. Liquidity And Order Depth Outside HSBK and KMGZ, order books can be thin. Always use limit orders on KZTO, KCEL, AIRA, and ASBN. Do not place market orders on mid-cap names — you risk moving the price against yourself before the order fills. Trade Kazakhstan With POEMS Kazakhstan-listed shares are now available for online trading through POEMS. Trading Hours (SGT) Pre-Opening Session 2:20PM – 2:30PM Main Continuous Session 2:30PM – 8:30PM For more information, visit POEMS or contact our Global Markets Desk at talktoglobalmarkets@phillip.com.sg. Make Kazakhstan Part Of Your Global Market View Explore Kazakhstan on POEMS and discover opportunities across KASE. Trade Kazakhstan Open An Account Now! DisclaimerDisclaimer 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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Keppel DC REIT Strengthens Japan Expansion with Major Tokyo Data Centre Acquisition
Brief Overview Keppel DC REIT (KDCREIT) has agreed to jointly acquire a 90% effective interest in two hyperscale data centres in Greater Tokyo for JPY190 billion (S$1,549 million). The acquisition is expected to be 2.6% accretive to FY25 pro-forma distribution per unit (DPU) and will significantly deepen the REIT's Japan presence. The properties offer contractual rent escalation of 2.8% per annum and are under-rented by at least 30%. Investment Positives The acquisition presents multiple compelling growth drivers for long-term income expansion. Tokyo Data Centre 4 and 5 are freehold colocation facilities that are 100% occupied by four investment-grade clients, providing strong tenant quality and full occupancy rates. The properties offer a balanced risk-return profile with a blended weighted average lease expiry (WALE) of 8.3 years, combining reversion opportunities with long-term income visibility. The deal provides substantial embedded rental upside potential, with in-place rents under-rented by at least 30% and contracted average annual rent escalation of approximately 2.8%. More than 5% of rents are due for renewal by 2029, creating near-term reversion opportunities. The acquisition was secured at a 2.1% discount to the properties' valuation of JPY194 billion, representing attractive pricing. Strategically, the acquisition strengthens KDCREIT's position in one of Asia Pacific's most attractive data centre markets. Japan's contribution to portfolio rental income will increase significantly from approximately 9% as at 30 June 2026 to approximately 23% post-acquisition. The properties are located in Inzai City, one of Japan's most established hyperscale data centre clusters. Japan's market fundamentals support long-term growth prospects, underpinned by rising cloud adoption, AI-related deployments and digital transformation. Structural supply constraints, including power constraints, construction bottlenecks and land scarcity, should further enhance the market's growth potential. Investment Negatives The acquisition will increase aggregate leverage from 34% to 38%, representing a meaningful increase in the REIT's debt levels. The financing structure requires a substantial private placement to raise at least S$600 million, which will increase the unit base by approximately 12%, creating dilution for existing unitholders. The acquisition is scheduled to complete in 4Q26, meaning investors will need to wait for the benefits to materialise. Outlook The transaction combines immediate DPU accretion with multiple avenues for long-term income growth. Japan's favourable demand-supply dynamics should support continued growth, while the portfolio's asset under management is expected to grow to S$7.6 billion from S$6.3 billion. Recommendation & Target Price Phillip Securities Research maintains an ACCUMULATE recommendation with an unchanged target price of S$2.46. The analysts have yet to update their financials for the acquisition and private placement but remain positive on the deal's strategic value and accretive nature. Frequently Asked Questions [market_journal_faq] 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.
Geo Energy Resources Ltd – De-risked, ready to rumble
Brief Overview Geo Energy Resources delivered 1H26 results within expectations, with revenue and net profit representing 36% and 37% respectively of full-year forecasts. The company's US$190 million integrated infrastructure project has been completed and operational since July, whilst production declined 42% year-on-year to 3.8 million tonnes as operations shift to the new infrastructure. The sales target for FY26 remains unchanged at 11.5-12.5 million tonnes. Investment Positives The completion and operational status of Geo's integrated infrastructure represents a significant milestone for the company. The 92-kilometre hauling road and jetty facility, held through 69.9% subsidiary Marga Bara Jaya (MBJ), has a substantial capacity of 25 million tonnes and went live operationally in July. This development is expected to drive meaningful production improvements, with Geo anticipated to transport 4 million tonnes of coal through MBJ in 2H26, rising to 11 million tonnes in FY27. The infrastructure's excess capacity creates additional revenue streams through toll and jetty fees supported by multi-year contracts. Production capabilities are set to enhance further as 2x70MT trucks arrive in September to replace the current 40MT fleet, supporting operational ramp-up. Looking ahead to FY27, analysts forecast production to surge 40% to 17 million tonnes whilst cash costs are expected to decline. The coal price environment also provides tailwinds, with prices up 53% year-on-year in 3Q26. Gross margins improved to 18.9% from 15.6% previously, supported by a 16.5% rise in average selling prices to US$529 per tonne. Investment Negatives The primary concern centres on the significant production decline in 1H26, where output fell 42% year-on-year to 3.8 million tonnes. This reduction stems from deliberate delays in TRA production ramp-up as the company transitions coal transportation from the existing Atlas road to its proprietary MBJ infrastructure. Additionally, TBR pit boundary expansion due to high wall pushback contributed to operational disruptions, with TBR production dropping 51% to 2 million tonnes. Cash costs increased 12.5% to US$40.6 per tonne, attributed to higher fuel prices, which pressured operational margins during the transition period. Outlook With the integrated infrastructure now operational, Geo's earnings visibility has been substantially de-risked. FY27 represents a milestone year with forecast production growth of 40% and declining cash costs, supported by infrastructure fee income from multi-year contracts and favourable coal price trends. Recommendation & Target Price Phillip Securities Research maintains a BUY recommendation with an unchanged DCF target price of S$0.75. The FY26 earnings forecast remains unchanged following the results. Frequently Asked Questions [market_journal_faq] 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. 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NVIDIA Corporation – Strong Growth Driven by AI Infrastructure Demand
Brief Overview NVIDIA delivered 2Q27 results within expectations, with data centre revenue surging 117% year-on-year to US$89bn. The company guided FY28e revenue growth of about 70% year-on-year, though this is constrained by supply factors. Phillip Securities Research maintains a BUY rating with a raised target price of US$300. Investment Positives Hyperscale revenue showed significant acceleration in 2Q27, growing 102% year-on-year to US$48.7bn, compared to 93% growth in 1Q27. This acceleration was driven by hyperscalers increasing capital expenditure spending on GPU capacity, particularly for Blackwell Ultra. The top four hyperscalers - Google, Amazon, Microsoft, and Meta - increased their 2026e capital expenditure guidance by 5% this quarter to US$748bn, representing 97% year-on-year growth. NVIDIA expects their total capital expenditure to reach US$1.3tn in 2027e, reflecting 74% year-on-year growth. Amazon is deploying an additional 2 million of NVIDIA's GPUs until 2Q29e, whilst Microsoft announced plans to modernise its infrastructure with NVIDIA's Vera Rubin, which commenced shipments in August. The AI Clouds, Industrial & Enterprise (ACIE) segment recorded the fastest growth, with 2Q27 revenue spiking 138% year-on-year, overtaking hyperscale growth rates. This growth was supported by significant contract wins, including AI startups Reflection and Cohere signing multi-year contracts worth US$1bn or more with Nebius for AI workloads running on NVIDIA-powered infrastructure. Sovereign AI revenue more than tripled year-on-year, with substantial partnerships announced. NVIDIA partnered with Noetra, Japan's national AI company, to deploy 13,750 Vera CPUs and 27,500 Rubin GPUs delivering 140MW of AI compute for physical AI. South Korea committed to invest at least US$3bn for NVIDIA and Hyundai to deploy 50,000 Blackwell GPUs for AI model training and deployment. Investment Negatives The report indicates that rising memory costs present a headwind to NVIDIA's margins, which prompted the analyst to raise the weighted average cost of capital to 8.4% from 7.9%. Supply constraints including land, power, shell, and cooling are limiting NVIDIA's revenue growth potential. Without these constraints, demand could grow more than 100% in FY28e, compared to the guided 70% growth. Outlook Global semiconductor spending surged 108% year-on-year in 1H2026 to US$675bn, driven by hyperscaler, enterprise, and sovereign nations' AI buildout. The analyst raised FY27e revenue and PATMI forecasts by 11% due to stronger expected growth from the ACIE segment and rapid Vera Rubin ramp in 2H27e. Recommendation & Target Price Phillip Securities Research maintains a BUY recommendation with a raised target price of US$300, increased from the previous US$285. NVIDIA trades at a FY27e price-to-earnings ratio of 24x, representing a 32% discount to peers' average of 35x. 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Salesforce Inc – The End of the SaaSpocalypse
Brief Overview Salesforce delivered mixed second quarter results with revenue meeting expectations but profit after tax and minority interest (PATMI) lagging due to higher research and development and sales & marketing spending. The company is positioning itself as the enterprise AI data layer through Headless and Claudeforce initiatives, extending CRM data into platforms like Claude, Slack and Teams. Management anticipates second half growth driven by premium AI products and usage-based monetisation, with significant growth potential as only 5% of users currently use higher-tier editions. Investment Positives The core Sales and Service Cloud divisions continue to demonstrate resilience as revenue anchors. Revenue increased 11% year-on-year to US$11.3 billion, maintaining consistent growth momentum from the previous quarter's 10% increase. The sales division faces minimal AI disruption since monetisation primarily occurs through upselling existing Salesforce offerings. Customer retention metrics remain exceptionally strong with attrition near record lows, whilst Sales, Service and Slack all delivered seat growth. Existing customers are actively upgrading through premium AI-enabled bundles, particularly Agentforce 1 Edition for premium Sales and Service Cloud. Agentforce application bookings have also more than doubled quarter-on-quarter, whilst premium Slack upgrades tripled following Slackbot's March 2026 launch. The agentic AI momentum continues to accelerate significantly. Agentforce annual recurring revenue exceeded US$1.5 billion, representing approximately 3.3% of FY27 revenue guidance midpoint and marking growth of more than 240% year-on-year. The consumption-based pricing model encourages rapid customer adoption, with Agentforce bookings doubling quarter-on-quarter. Notably, 50% of new bookings came from existing customers purchasing additional credits after initial deployment. Growth products including Agentforce, Headless and Data 360 collectively reached nearly US$3.9 billion in annual recurring revenue. Salesforce benefits from owning crucial customer data, workflows, permissions and governance layers that support data quality, whilst customers increasingly prefer AI embedded within existing software rather than managing complex internal AI systems. Investment Negatives The report identifies higher research and development, marketing and sales expenses as factors contributing to lower-than-expected earnings performance. These increased operational costs resulted in PATMI lagging behind revenue performance during the quarter. Outlook Management expects second half growth to be driven by premium AI products including Agentforce, Slackbot and Claudeforce, alongside usage-based monetisation and customer upgrades. The growth runway remains substantial given that only 5% of users currently utilise higher-tier editions. Recommendation & Target Price Phillip Securities Research maintains a NEUTRAL recommendation whilst raising the DCF target price to US$243 from the previous US$166. The analysts increased their terminal growth rate from 3% to 5.5%, reflecting improved market confidence in Salesforce's core CRM business, the Anthropic Claudeforce partnership, and stronger software sector sentiment as enterprise AI monetisation gains traction. Frequently Asked Questions [market_journal_faq] 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. 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Thomson Medical Group Ltd Shows Turnaround Progress Despite Volume Challenges
Brief Overview Thomson Medical Group delivered FY26 results largely in line with expectations, with revenue and EBITDA meeting 97% and 98% of forecasts respectively. The company experienced earnings recovery across all three operating countries - Singapore, Malaysia, and Vietnam - with EBITDA expanding 21% year-on-year in the second half to S$43.6mn. Growing revenue intensity has driven earnings improvements, though currency headwinds affected results. Investment Positives The primary positive driver for Thomson Medical has been the significant growth in average bill size across all three operating markets. Singapore recorded the largest increase in average bill size at 421.8%, driven by a combination of increased case complexity and a higher product mix as procedures were shifted to outpatient day surgery. Malaysia also benefited from improved revenue intensity, with average bill size growing 111.9%. This improvement was supported by oncology and gastroenterology cases, alongside the return of some insurance payers. The Malaysian operations saw EBITDA expand 34.6% as the business rebuilds its insurance relationships. Vietnam demonstrated strong operational momentum with inpatient volumes increasing 46.5% and average bill size growing 2.1%. The Vietnamese operations benefited from higher volumes including robotic surgery procedures and increased capacity, resulting in EBITDA growth of 52.4%. The group's strategic pivot away from Singapore's historical reliance on obstetrics and gynaecology cases is showing results, with the addition of more orthopaedics, ENT and general surgery procedures improving the revenue mix. Investment Negatives The key challenge facing Thomson Medical is declining volumes across the group. Total inpatient volumes fell 7.8% year-on-year to 39,000 patients in FY26. Singapore experienced a 9% decline in inpatient volumes, primarily due to lower delivery cases in obstetrics. Malaysia recorded an 11.5% drop in inpatient volumes, which the analyst attributes to the absence of insurance payers. Finance costs continue to weigh on earnings despite a 16.5% reduction due to lower interest rates. The company also recorded a S$15.2mn goodwill impairment due to a higher discount rate assumption. Outlook The analyst views Thomson Medical as successfully executing its operational turnaround strategy. The company is effectively diversifying Singapore away from obstetrics cases whilst Malaysia rebuilds its insurance partnerships with foreign patients and oncology leading increased revenue intensity. However, finance costs remain a burden on earnings performance. Recommendation & Target Price Phillip Securities Research has upgraded Thomson Medical to BUY due to recent share price performance. The target price remains unchanged at S$0.071 using a sum-of-the-parts valuation approach. The analyst maintained FY27e earnings forecasts while rolling over valuations to FY27e earnings. Frequently Asked Questions [market_journal_faq] 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. 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iX Biopharma Ltd – Galloping Closer with Partners
Brief Overview iX Biopharma's FY26 results fell below expectations, with revenue and net loss at 72% and 170% of forecast respectively. The US$40.9mn Wafermine Programme from the US Department of Defense has commenced, with the company recognising S$1.2mn as development services. The analyst expects revenue to triple in FY27e, driven by compounding pharmacy operations, Wafermine sales, and development services. Investment Positives The primary investment driver centres on the Wafermine development programme, which is just beginning to gain momentum. Since receiving the Department of Defense award in February, approximately four months of development work have been completed. The analyst expects revenue to climb significantly as more development work for Emergency Use Authorisation (EUA) and Phase 3 trials is undertaken. The company has secured substantial funding through the US$40.9mn Wafermine Programme, which will finance both Phase 3 and EUA development activities. This programme has already started generating revenue, with S$1.2mn recognised as development services in the current period. Revenue diversification is expected to strengthen the business model, with three key growth drivers anticipated for FY27e: the compounding pharmacy operations with partner Orion Speciality, Wafermine sales, and continued development services revenue. The company also benefited from currency movements, with other gains of S$2.1mn resulting from the strengthening of the Australian dollar against the Singapore dollar. Investment Negatives Operating expenses were significantly higher than anticipated, presenting a key challenge for the company. The main contributors were a S$2.08mn share performance plan (non-cash) and S$1mn in one-off professional fees related to securing the Department of Defense funding contract. However, excluding these items, operating expenses remained largely stable. General and administrative expenses increased by 58%, primarily due to the S$2mn performance share plan. Research and development costs also rose by 52% to S$2.5mn. The transfer of equipment from Australia to the United States resulted in lower medicinal cannabis sales, with approximately S$3mn in lost revenue. Cannabis sales specifically declined by 46% to S$3.5mn, contributing to the overall revenue shortfall. Outlook The analyst has incorporated higher upfront costs from US wholesale compounding pharmacy operations and increased performance shares into updated forecasts. Key milestones ahead include the Wafermine EUA submission in 4Q26, EUA approval in 1Q27, EUA production in 2Q27, and Phase 3 trials approval in 2Q27. The US production line is expected to commence in 1Q27, with three additional lines starting in 2Q27. Recommendation & Target Price Phillip Securities Research maintains a BUY recommendation with an unchanged DCF SOTP target price of S$1.00. 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