Evolving Insights - From Curiosity to Clarity

Welcome to Evolving Insights - From Curiosity to Clarity

Hi, I’m Devesh, and I’m glad you’re here.

This blog is a personal space — a growing archive of my learnings, reflections, and evolving perspectives. I started Evolving Insights to document the ideas, experiences, and questions that have shaped (and continue to shape) how I think, work, and grow.

Over time, I’ve found myself increasingly curious — about business models, human behavior, decision-making, and personal growth. But I’ve also come to value clarity just as much — clarity of thought, of intention, and of execution.

This space is an attempt to bridge the two.

What to Expect

Here’s what I’ll be writing about:

  • Learnings from experiences — both personal and professional
  • Breakdowns of business models that intrigue me
  • Frameworks and mental models I find useful
  • Evolution of my thinking on topics like productivity, decision-making, and investing
  • Occasional raw notes, musings, and idea sparks

If you’re someone who enjoys thinking deeply, learning continuously, and questioning the obvious — I think you’ll enjoy what’s to come.

Thanks for joining me on this journey — from curiosity to clarity.

None of the stock names or ideas should be taken as recommendations to buy/sell. I hold no responsibility for your portfolio related decisions

Let’s evolve, together :slight_smile:

7 Likes

1. Financialization

  • Assuming no index and stock prices appreciation, the MF AUM should grow 3x in the next 5 years
  • Revenue growth of all capital market players should grow at least at 10% CAGR in the next few years
  • Fun fact: There are much more Dream11 accounts in India than demat accounts
  • Rising incomes, younger generations, digital platforms, low-cost apps, and initiatives like Jan Dhan Yojana will significantly enlarge the customer base
  • As seen in other developed countries, wealth managers and AMCs tend to be some of the biggest wealth creators as the trend plays out
  • More M&A deals and IPOs directly impact the growth of investment banks

Biggest beneficiaries – RTAs, Brokers, Wealth Managers, Depositors, Exchanges, AMCs

Risks:

  • Valuations tend to play out in a range as the sentiment changes according to cycles
  • Brokers and IBs can be deeply cyclical while RTAs, AMCs and Wealth Managers tend to be shallow cyclical

2. Aviation

  • Massive Capacity Addition: Large aircraft orders are underway from airlines like IndiGo and Air India. New airports in Navi Mumbai and Noida are expected to ease congestion by 2025
  • Rising income and urbanisation is leading to a structural trend where taking flights has become a necessity and not a luxury
  • Mergers (like Air India–Vistara) and new entrants (Akasa Air) are positioning for long-term growth and a stronger industry framework
  • Supply constraints and lack of strong balance sheet of competitors means high pricing power and higher margins
  • MRO and Ground handling services for aviation is another booming niche sector with few credible players and is a direct proxy to the megatrend

Biggest beneficiaries – Aviation companies, Aviation parts companies, Airport Infra companies, Ground Handling Service Companies, etc.

Risks:

  • Black swan events like Covid
  • More competition entering the fray
  • Pricing caps imposed
  • ATF prices rising sharply

3. Hospitality (Hotels & Travel)

  • Sector in the midst of a multi-year upcycle
  • Supply constraints and rising demand is leading to a mismatch, resulting in higher occupancy and room rates, leading to higher ARRs across the board
  • Tourism has grown sharply post covid and the trend is expected to stay strong in the coming years
  • Foreign inbound travel is rising and is yet to reach pre-covid levels which shows more room for overall growth
  • Premiumization trend is playing out with travellers opting to pay for higher rooms and services
  • Increased number of meetings, events and spiritual tourism leading to growth

Biggest beneficiaries – Hotel Chains

Risks:

  • Macroeconomic cycles
  • Supply catching up
  • ARRs peaking
  • Valuations may become too expensive

4. CDMO & Pharma

  • India is consolidating its position as a global pharma manufacturing hub due to government incentives, investment, favourable demographics, and sustained outsourcing from countries like the US
  • The industry is expected to nearly double in size by 2030
  • Last few quarters have been fantastic for the companies - massive order inflows and extremely strong pipeline of all the players in the sector
  • CRO is also a fast growing theme within the sector
  • Distribution companies with a strong network will also benefit massively

Biggest beneficiaries – CDMO Players – generic as well as patented, CRDO players, NCE players, Speciality API players and Intermediates players, Contract testing players, Distribution Companies

Risks:

  • Quality compliance can be tricky
  • Geopolitical risks such as oversupply by China
  • Patent expirations
  • Lumpiness in the business – requires a 2-3 year view on businesses

5. Hospitals & Diagnostics

  • Sustained demand growth is driven by India’s low hospital bed density, rising chronic disease burden, and an aging population
  • Major hospital chains plan to add 20–30% capacity industry-wide over the next 5 years
  • Diagnostics Market is expected to grow 12-14% annually, fuelled by preventive healthcare, organized players gaining share, technological advancements, and government focus on public health
  • Diagnostics enjoy highest ROIC in the healthcare sector
  • Radiology has the potential to grow faster than pathology, led by under-penetration, chronic disease burden, PPP push, tele-radiology, and expanding private infrastructure

Biggest beneficiaries – Hospital Chains, Organised Diagnostic Players

Risks:

  • High Capital Intensity
  • Policy risk such as pricing caps
  • Payor evolution
  • Rising costs, lack of supply of good doctors

6. Jewellery & Lab Grown Diamonds

  • India’s cultural affinity for gold, millions of annual weddings and festive occasions, rising incomes, and branded retailers expanding into smaller towns sustain demand
  • India is boosting exports and seeing growth in segments like lab-grown diamonds and studded platinum jewellery, offering additional drivers.
  • Shift from unorganized to organised players is taking place rapidly
  • LGDs are forecast to gain global market share as affordability and sustainability become important
  • India’s Production Leadership: India is well-positioned to be a world leader in LGD production, potentially achieving a major chunk of the global market by 2030
  • Established natural diamond companies are entering the LGD space, R&D is improving quality, and industrial applications in sectors like semiconductors present a huge demand driver.

Biggest Beneficiaries: Branded retailers rapidly expanding their footprints, Export-oriented jewellers benefiting from policy support and trade agreements, India as a production base, Established companies entering the LGD market

Risks:

  • Changing taste and preferences
  • Volume v/s value growth issues due to falling and rising prices of gold, especially for unhedged players
  • Oversupply and eroding margins for LGDs
  • Consumer wariness about quality

7. Energy: Power Generation, Transmission, Wires & Cables

  • India’s commitment to 500 GW non-fossil capacity by 2030 and planned new efficient coal plants (around 80 GW by 2032) are driving an unprecedented build-out
  • The push for “One Nation, One Grid” and integrating 500 GW renewables sustains a multi-year growth cycle. This includes ultra-high-voltage networks, smart upgrades, and investment in technology providers
  • Demand grows as electrification extends to villages and new sectors like EV charging, 5G telecom, and rural micro-grids emerge
  • Indian manufacturers are increasingly competitive and eyeing global markets as Western countries invest in grid hardening and diversify suppliers away from China
  • Compulsory battery storage along with solar power projects
  • Power transmission and distribution is a multi-decadal opportunity
  • AI Scaling – biggest constraint could come down to power generation
  • Demand for cables and wires could remain structurally higher, with cables being a niche segment with fewer players and less competition
  • Many players have planned huge capex to keep up with the demand
  • Growth for power financiers may also remain strong

Biggest Beneficiaries: Power Generators, Battery Storage Players, Transmission & Distribution Players, Cable and Wire companies, Tech providers for grid upgrades, Power Finance Companies

Risks:

  • T&D losses

  • Generators face near-term input uncertainties with volatile international coal prices and domestic supply lags, which can cut into thermal generators’ margins.

  • As renewables rise, traditional coal plants may face lower utilization or costly retrofits, leading to stranded asset risk if climate policies tighten. The push for net-zero implies potential new carbon pricing or costly fuel blending

  • Project delays and execution challenges

  • Commodity price fluctuations

  • Oversupply / Commoditization in some segments such as Solar

8. Data Centres

  • India is expected to become one of the world’s largest data center capacities by 2028-2030, projected to reach ~17 GW by 2030 (from ~1.5 GW in 2023). This is fueled by hyperscalers making India a core APAC availability zone and structural drivers like new internet users, Industry 4.0, and 5G/6G adoption. Tier-2 cities and edge nodes will also emerge.
  • Global Capability Centres is a huge sub trend within this megatrend
  • With AI becoming more mainstream, demand for data centres and therefore, for power is only going to rise at a rapid pace
  • Demand for alternative power, generators, coolants, capital goods, etc. is going to rise substantially

Biggest Beneficiaries: Hyperscalers, Data Centre Companies, Generator companies, Power Companies, Telecom companies.

Risks:

  • Scaling capacity will strain local grids, potentially causing shortages or very high energy prices without timely upgrades
  • Capacity addition potentially overshooting medium-term demand could lead to underutilized facilities and falling utilization rates post-2027, impacting returns. Global tech giants consolidating vendors could squeeze out smaller operators
  • Shifts like changes in data localization rules or geopolitical tensions raising equipment import costs can affect economics and speed.
  • Ensuring reliable, low-cost electricity, securing suitable land, and extended lead times for critical equipment pose immediate challenges

9. Pre-Engineered Buildings

  • The whole industry is expected to grow at 10-12%+ for the next 4-5 years
  • Higher penetration story in automobile, cement and oil & gas sector
  • Infrastructure segment is growing fast, led by adoption of PEBs in warehouses, cold storage facilities, data centres, power plants, aircraft hangers and railway yards
  • Organised sector remains superior with a proven track record, reliable supply chain capabilities, quality engineering and services
  • Easy proxy to manufacturing in India

Biggest Beneficiaries: PEB Players

Risks:

  • Structural or design failures
  • Maintenance and durability challenges
  • Logistics, Material and Labour Shortage issues

10. Defence

  • Exports from Indian Defence Companies has risen 34x in the last 10 years from 686Cr to 23,600Cr
  • Rising investments in Navy infra, Airforce, Air Defence Systems, Drones, etc.
  • Indigenisation trend can be strong and structural – similar to what happened in the Saudi
  • Growth can be extremely fast and structural
  • Track order books closely and increase allocation during corrections
  • Companies have all-time high pipelines and increased order flow after the recent Indo-Pak confrontation
  • Hostile / Unstable relations with some neighbours increases risk and requires our defence calibre to be extremely strong
  • Exports should continue to rise strongly in the coming years
  • Strong government policy support such as DAP, FDI Liberation and Strategic Partnership Models are further enhancing and supporting the growth trajectory of the sector
  • PAT and ROCE of the companies have risen after the DAP policy was implemented

Biggest Beneficiaries: Defence players, Parts Manufacturers, Exporters

Risks:

  • Frothy valuations
  • Cash flows can be lumpy
  • Order book falling

Disc: Not a recommendation to buy/sell

5 Likes

Goodluck India

Goodluck looks extremely cheap even with conservative estimates of 15% topline growth and double digit margins in 2 years

Sales can be around 5000-5200Cr in FY27
PAT can double in 2 years to reach around 300Cr
Trading at 10-11x FY27 PAT, <1x TTM sales and 0.6x FY27 sales
PEG 0.5x

Large Diameter Pipes and Precision Tubes plants are sitting on operating leverage
Defence biz will also pickup now - 40% utilisation in FY26 and 100% in FY27 (Peak revenue potential of 300Cr, 20% OPM)
Defence - “Not less than 3 customers visit our plant every day and want full capacity for years.” No demand concerns anticipated
Double digit margins in 1-2 years (driven by higher-margin segments (auto tubes: 12–13%, defence: 20%+))
Business will look very different in 2 years time
Medium term targets for the business is to reach 8000Cr revenue in 3-4 years with double digit margins and 20%+ ROCE

Extremely asymmetric in my opinion

Other income is around 35Cr - Largely operational (interest on deposits, export-related charges); not to be excluded from EBITDA, per management.
Management asserts other income is operational and should be included.

Even if you don’t include this, PAT should be around 275Cr in FY27.

Depreciation taken as 60Cr
Interest at 80Cr

Extrapolate your numbers till FY27

Exit multiples in the range of 20-30x

Think long term. If they achieve an 8000cr topline in 4 years.

PAT of around 400-500Cr.

Trading at less than 10x forward.

Even a 20x multiple means it can be an 8000Cr company trading at 1x sales. Rerating optionality can lead to unprecedented results.

Mental models: Margin of safety with fast growth, margin expansion, product mix change, sectoral tailwinds and the stock tensions relatively less discovered.

Risks:

  • Economic slowdown
  • Poor execution
  • Defence business not living up to the promise

Disc: Not a recommendation

7 Likes

Watched a fantastic interview on YT of Prof Sanjay Bakshi

Here are my notes:

Masterclass on Value Investing with Prof. Sanjay Bakshi

Professor Sanjay Bakshi discusses his approach to investing, which is deeply rooted in multi-disciplinary thinking and influenced by Charlie Munger’s ideas on elementary worldly wisdom. He has been teaching this subject for over two decades.

Multi-Disciplinary Thinking and Worldly Wisdom: Professor Bakshi emphasizes drawing knowledge from various disciplines taught in school and college, such as statistics, economics, psychology, and biology, and applying them to the real world of business and investing. He feels that many people learn these subjects but fail to see their practical utility until much later.

  • Mean Reversion: A concept from statistics combined with elementary economics. Just as coin tosses revert to 50% heads/tails over time, returns in businesses with low entry barriers will eventually revert to the mean due to competition. When people make a lot of money in an industry with low barriers, psychological factors lead to reckless expansion, eventually turning shortages into gluts and driving down prices. This concept applies to business cycles. However, stock prices of great companies are not necessarily mean-reverting, though stock returns across the market are (bull markets followed by bear markets). The market, over time, reflects the underlying business performance. If underlying returns on capital are 12-14%, you can’t expect market returns of 18% long-term; this is the nature of mean reversion in markets.
  • Momentum: Contrasting with mean reversion, this concept comes from physics. Great businesses can gather momentum and become better over time, like a snowball rolling down a hill (Buffet’s concept). These are called compounders.
  • Frameworks: It’s crucial to understand whether a business is cyclical (prone to mean reversion) or a compounder (exhibiting momentum) and apply the correct analytical framework. Applying a momentum framework to a cyclical business will lead to errors.
  • Scarcity and Moats: A key factor in determining if returns will be mean-reverting or enduring relates to who controls the scarcity.
    • Example: Ferrari vs. Toyota. Ferrari produces limited cars, and scarcity can only be addressed by Ferrari, leading to strong stock price performance (25%+ annual returns). A scarcity of iron and steel can be solved by any iron and steel company, making it more susceptible to mean reversion.
    • Example: DeBeers and Diamonds. DeBeers successfully controlled the supply of diamonds and thus scarcity, leading to strong performance. However, the advent of lab-grown diamonds has weakened their control over scarcity, impacting their business. Understanding the nature of scarcity and whether the underlying assumptions causing a business to do well will change is critical.

Value Investing vs. Venture Capital (VC): Professor Bakshi, primarily a public market value investor, contrasts his approach with venture capital.

  • Value Investing (Public Market): Focuses on finding good/great quality businesses at fair prices where there is a track record of execution and data. The market generally demands “show me the money”, meaning real earnings, owner earnings, and cash flow. Markets can be crazy but mostly reflect fundamentals, except during speculative bubbles. Financing post-IPO happens at a discount. Public companies face more accountability and financial discipline (quarterly earnings, analyst calls) compared to private companies.
  • Venture Capital: Looks for market creation and tapping into large, underserved opportunities. Aims for exponential multi-baggers. Operates under the power law, where a few outlier successes must make up for many failures. Asymmetric pay-offs (potential gain vastly exceeds potential loss) are even larger than in public equity. Investments are made at earlier stages, often day zero of formation. Valuations in private rounds can be very high, leaving little room for later-stage value investors. Valuations are often based on metrics other than cash flow or profitability; sometimes, not making money is even seen as positive in early stages. Founders may be advised to delay monetization. This requires a “complete behavioral flip” when transitioning to the public market environment. VC involves betting heavily on the founder’s ability and past track record, even if the current business lacks extensive data.

Margin of Safety: A core principle of value investing. It can come from various sources.

  • For Public Value Investing: Quality of the business and management, existing moat.
  • For Venture Capital: Asymmetric pay-offs, betting on the founder’s capability or track record. Benjamin Graham, according to Professor Bakshi, sought a margin of safety by ensuring the minimum value was significantly more than the price paid (e.g., value cannot be less than 150 when paying 100). He didn’t focus on precise valuation (like DCF, which Bakshi jokingly calls “fiction writing software” in a rapidly changing world) but on the minimum potential value.

Evolution as an Investor: Professor Bakshi describes his own evolution, starting as a Graham-style investor focused on statistical bargains, moving to a Fisher-style focused on quality growth, and now blending the two. He seeks reasonably high-quality businesses with a competitive advantage at prices that Benjamin Graham would approve of. This combination is rare, naturally leading to a more concentrated portfolio and longer holding periods compared to Graham’s approach.

Investment Examples and Themes: Professor Bakshi discusses two areas he has found interesting:

  • Government-Owned Companies (PSUs): About four years ago, he invested in selected PSUs, viewing the strong prejudice against them as an unjustified mispricing opportunity. Despite being monopolies with strong balance sheets, debt-free status, high Returns on Capital Employed (ROCE) (30-40%+), and long order books, they were trading at very low valuations (4-5x earnings, 6-7% dividend yields). While acknowledging the general governance risk in PSUs, he notes this risk also exists in private companies. He saw these as unique exceptions being treated like the norm. This investment theme worked out extraordinarily well.
  • Fossil Fuels: This sector is deeply out of favor globally due to the ESG push. Investors have a strong prejudice, considering these stocks “untouchable”. However, Professor Bakshi argues that the world cannot quickly wean off fossil fuels, and economic growth, especially in India, requires them. Demand for coal, oil, and gas will likely grow. The industry is not building new capacity due to this sentiment, reducing future competition. He found businesses in this space trading at low valuations (5x earnings, 6% dividend yield), with debt-free balance sheets and high ROCEs. He believes one must ignore the “noise” (narratives) and focus on the “signals” (numbers and ground reality). The energy requirements of AI are also exponential and will likely be met by fossil fuels. This involves confronting reality (“It is what it is”).
  • Financial Stocks (NBFCs and Banks): Especially in the micro-lending space, this sector has been out of favor, presenting opportunities. Micro-lending is cyclical. During down cycles, strong companies with experience navigating previous cycles get “thrown out like the baby with the bathwater” or painted with the same brush as weaker players. Professor Bakshi looks at the numbers: provisioning is not always a loss, the interest rate spread is large enough to absorb potential losses, and strong capital adequacy ratios allow them to handle stress. The “peri-mutual” nature of the industry means that weaker players are eliminated during tough times, making the surviving strong companies even better positioned.

Bayes Rule and Overcoming Prejudices: Drawing on Thomas Bayes’ theorem, Professor Bakshi explains how to form views using base rates (general statistics, e.g., restaurant mortality rates are high - 9 out of 10 fail) and update them with specific information (e.g., the chef’s track record, location).

  • Mistakes: Insensitivity to base rates (falling for a compelling story without considering the low success rate of the industry, e.g., perfumery, airlines). Oversensitivity to base rates (stereotyping, e.g., “all PSUs are bad,” “all commodity businesses are bad”). Value investors exploit Mr. Market’s prejudices, who often acts like a Bayesian but takes time to correct his initial mispricings based on evidence. The opportunity lies in recognizing exceptions that are being treated like the norm.

Behavioral Biases and Spirituality: Professor Bakshi stresses the importance of managing behavioral biases and draws parallels with spirituality and Stoic philosophy.

  • Dealing with Charisma/Halo Effect: Encountering charismatic founders can lead to biased impressions. An antidote is to create a time gap between meeting someone and making a decision to reduce the influence of initial impressions. As he has gotten older, he prefers relying on data and transcripts over personal meetings to insulate himself from the “halo effect”. He also highlights the dangers of FOMO and being pressured into quick decisions, citing examples from the Covid-era venture market.
  • Stoicism and Radical Acceptance: Influenced by Swami Chinmayananda’s Bhagavad Gita series and Stoic philosophers (Epictetus, Seneca, Marcus Aurelius), he incorporates concepts like radical acceptance, impermanence, detachment, equanimity (treating gains and losses the same), and focusing on duty/process over outcome. These timeless ideas are antidotes to biases like loss aversion and attachment.
  • Signal-to-Noise Ratio: The modern world has a worsening signal-to-noise ratio due to social media and constant information flow, leading to short attention spans and agitation. Meditation and consciously slowing down thought processes (comparing the mind to a fast, muddy river vs. a slow, frozen one) are crucial for focusing on what truly matters in investing.
  • Avoiding Stupidity: This is “far better than chasing genius”. Common portfolio-destroying mistakes include:
    • Leverage: Borrowing money (loan against shares, F&O) is dangerous because it can force you to sell at the worst time during downturns due to margin calls, even if you bought good businesses. This creates an asset-liability mismatch.
    • Day Trading: Highly speculative with a very low success rate (90%+ loss rate).
    • Staying Wrong: Failing to acknowledge a mistake and clinging to a losing position due to anchoring, sunk cost fallacy, or the endowment effect. Being wrong is okay, staying wrong is not. He regrets being too slow to take corrective action in some situations.

Identifying Enduring Competitive Advantage: There is no certainty, only probabilities. Assess both quantitative (high ROC, margin trends, robustness indicators like diversification of plants, products, customers, vendors, balance sheet strength) and qualitative factors (why customers buy, what stops competitors, threats from adjacent or different industries). Continuously obsess over entry barriers and potential threats. Assess management quality (operating skills, capital allocation, integrity).

The Selling Decision: This is often harder than buying. Anti-dotes include:

  1. Ignoring Cost Basis: Don’t think about what you paid for the stock.
  2. Reframing as a Switch Decision: Instead of just asking “Should I sell?”, ask “Should I sell this to buy something else (either inside or outside the portfolio)?”. This makes the decision more objective by forcing a comparison with other opportunities that might be qualitatively better or significantly cheaper.

Learning and Growth: To become a good investor, one needs Accounting, Economics, and Psychology skills. These can be learned through self-study. Initial losses are valuable as they teach conservatism and the meaning of permanent capital loss, countering the overconfidence that can come from easy early gains. Successful students he has seen are low-profile, humble, and learning machines.

Reflections and Legacy: Professor Bakshi finds no point in dwelling on past regrets or what could have been done differently, viewing it as an opportunity cost. His goal is tranquility, noting that financial independence and health contribute to this, and it’s not solely about accumulating wealth. He sees the pursuit of money for its own sake as potentially addictive. He suggests that people realize the opportunity cost of spending time solely on wealth accumulation versus time with loved ones as they get older. The most underrated skill in investing is a peaceful mind, silence, and detachment, helping one avoid interfering with the power of compound interest. Markets constantly present temptations, and getting caught once in unethical or illegal activities can lead to ruin.

India Opportunity and Risks: While acknowledging the general optimism about India’s economic future, he highlights the significant, though low-probability, geopolitical risk posed by troublesome neighbours as a serious potential threat to India’s long-term story. Dealing with this risk effectively is crucial. Despite this, he believes India is potentially the best place to be if these risks can be managed.

Underrated skills: Peaceful mind, detachment, acknowledgement of mean reversion, moderate expectations, frugal living, avoiding extrapolation, avoiding leverage, contribution of luck in results, patience

Recommended Books: He typically recommends Warren Buffet’s letters, Peter Lynch’s One Up On Wall Street, and Philip Fisher’s Common Stocks and Uncommon Profits.

6 Likes

If you can, do a course conducted by him at Flame Investment Labs, Flame University, Pune. There are a couple of them - Cases in Business & Investment Analysis, Behavioural Economics, etc. Nothing like learning from the master face to face.

1 Like