Global Emerging Market Equities, Propitious Research

Wium Malan, CFA

Global Emerging Market Equities

Independent, Fundamental Quantitative Research

Propitious Research

Fully independent, fundamental and quantitative equity research, focused on companies in the Telecommunication, Media, Technology, Internet and Healthcare sectors in the Global Emerging Markets. Idea generation focused on Quality stocks, trading below their intrinsic Value, with sound Corporate Governance.

Quantitative Analysis

<ul>
<li>An overview (and output) of our machine learning-driven GEM screening model, which seeks to find the best medium-term long ideas within the top 100 stocks in the MSCI GEM Index.</li>
<li>The model is based on 1) a quantitative multifactor screening model, enhanced by two AI Technology-based approaches; 2) a Deep Neural Network model, and 3) a Recurrent Neural Network model.</li>
<li>Developed over roughly 4 years and implemented in its current state for over 2 years, the model has a solid real-world alpha-generating performance track record, discussed in detail below.</li>
</ul>


An overview (and output) of our machine learning-driven GEM screening model, which seeks to find the best medium-term long ideas within the top 100 stocks in the MSCI GEM Index.
The model is based on 1) a quantitative multifactor screening model, enhanced by two AI Technology-based approaches; 2) a Deep Neural Network model, and 3) a Recurrent Neural Network model.
Developed over roughly 4 years and implemented in its current state for over 2 years, the model has a solid real-world alpha-generating performance track record, discussed in detail below.


Global Healthcare Analyst

Tina Banerjee

Equity Bottom-Up

<ul>
<li>In Q2FY23, <a href="https://www.smartkarma.com/entities/thermax-ltd" target="_blank" data-smartkarma-citation="entities:4578:1" rel="noopener">Thermax (TMX IN)</a> recorded strong revenue growth of 41% y/y to Rs20.8bn, driven by strong growth across all the three segments.</li>
<li>The company bore the brunt of high raw material prices as EBIT margins saw a 900 bps decline y/y to 6.9%. However, EBIT margin improved 200 bps over Q1FY23.</li>
<li>The order book of the company grew 46% y/y to Rs94.8bn. Order book is well diversified across sectors. Domestic orders comprised ~84% of the order book.  </li>
</ul>


In Q2FY23, Thermax (TMX IN) recorded strong revenue growth of 41% y/y to Rs20.8bn, driven by strong growth across all the three segments.
The company bore the brunt of high raw material prices as EBIT margins saw a 900 bps decline y/y to 6.9%. However, EBIT margin improved 200 bps over Q1FY23.
The order book of the company grew 46% y/y to Rs94.8bn. Order book is well diversified across sectors. Domestic orders comprised ~84% of the order book.  


Thermax (TMX IN): Strong Order Book Entails Visibility Amid Margin Pressure

<ul>
<li>An overview (and output) of our machine learning-driven GEM screening model, which seeks to find the best medium-term long ideas within the top100 stocks in the MSCI GEM Index.</li>
<li>The model is based on 1) a quantitative multifactor screening model, enhanced by two AI Technology-based approaches; 2) a Deep Neural Network model, and 3) a Recurrent Neural Network model.</li>
<li>Developed over roughly 4 years and implemented in its current state for over 2 years, the model has a solid real-world alpha-generating performance track record, discussed in detail below.</li>
</ul>


An overview (and output) of our machine learning-driven GEM screening model, which seeks to find the best medium-term long ideas within the top100 stocks in the MSCI GEM Index.
The model is based on 1) a quantitative multifactor screening model, enhanced by two AI Technology-based approaches; 2) a Deep Neural Network model, and 3) a Recurrent Neural Network model.
Developed over roughly 4 years and implemented in its current state for over 2 years, the model has a solid real-world alpha-generating performance track record, discussed in detail below.


Thematic (Sector/Industry)

<ul>
<li>The 200 largest weighted companies in the GEM index reported average EPS growth of +32.6%y/y for 2Q22, an acceleration from what was reported for 1Q22.</li>
<li>61% of companies delivered positive sales surprise, up from 58% in 1Q22, whilst 56% delivered positive EPS surprise, down from 64% in 1Q22.</li>
<li>Historically, there has been a massive difference in relative share price performance between the largest positive versus negative surprise generators, for 3 months after the reporting date.</li>
</ul>


The 200 largest weighted companies in the GEM index reported average EPS growth of +32.6%y/y for 2Q22, an acceleration from what was reported for 1Q22.
61% of companies delivered positive sales surprise, up from 58% in 1Q22, whilst 56% delivered positive EPS surprise, down from 64% in 1Q22.
Historically, there has been a massive difference in relative share price performance between the largest positive versus negative surprise generators, for 3 months after the reporting date.


Global Emerging Markets: Reporting Season Summary, 2Q2022

India

Larsen & Toubro Ltd manufactures engineering equipment, undertakes large scale engineering projects, and acts as the Indian representative for a number of overseas manufacturers of heavy machinery. The Company's products include bulldozers, road rollers, dairy machinery, chemical and pharmaceutical plants, switchgears, food processing machinery and feed milling plants.

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Larsen & Toubro (LT IN)

Screening for GEMs: December 2022

This insight provides an overview of our, machine learning-driven, proprietary GEM screening model, based on a Multifactor model, a Deep Neural...

Wium Malan, CFA

Thermax (TMX IN): Strong Order Book Entails Visibility Amid Margin Pressure

In Q2FY23, Thermax reported 41% revenue growth, while the company’s order book jumped 46%. However, inflationary pressures are expected to impact...

Tina Banerjee

Screening for GEMs: October 2022

This insight provides an overview of our, machine learning-driven, proprietary GEM screening model, based on a Multifactor model, a Deep Neural...

Wium Malan, CFA

Global Emerging Markets: Reporting Season Summary, 2Q2022

In this quarterly insight, we analyse recent GEM reporting trends with reference to Sales- and EPS growth, size and percentage of positive...

Wium Malan, CFA

Screening for GEMs: September 2022

This insight provides an overview of our, machine learning-driven, proprietary GEM screening model, based on a Multifactor model, a Deep Neural...

Wium Malan, CFA

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Market Cap (USDm)

P/E

Dividend (Yield)