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

<p>This insight provides the output, and an overview of our, machine learning-driven, proprietary GEM screening model, which takes a three-pronged approach to find the best medium-term long ideas within the top100 largest stocks in the MSCI GEM Index. </p>
<p>The model is based on 1) a typical quantitative multifactor screening model, enhanced by two Artificial Intelligence Technology-based approaches using 2) a Deep Neural Network model, and 3) a Recurrent Neural Network model. </p>
<p>This model, which has been developed and tweaked over the past 3 years (and implemented in its current state for 17 months), has a solid real-world performance track record, which I set out in the detail below. </p>
<p>Notable new entrants to the top decile this month include Russian internet company <a href="https://www.smartkarma.com/entities/yandex-nv-a" target="_blank" data-smartkarma-citation="entities:414:1" rel="noopener">Yandex (YNDX US)</a>, Indian IT Services company <a href="https://www.smartkarma.com/entities/hcl-technologies-ltd" target="_blank" data-smartkarma-citation="entities:20025:1" rel="noopener">Hcl Technologies (HCLT IN)</a>, and a return to the top 10 for <a href="https://www.smartkarma.com/entities/taiwan-semiconductor-manufacturing-company" target="_blank" data-smartkarma-citation="entities:11230:1" rel="noopener">TSMC (2330 TT)</a>.</p>
<table class="table table-striped">
<colgroup> <col> <col> <col> <col> <col> </colgroup>
<tbody>
<tr>
<td style="text-align: center; width: 48pt;">rank</td>
<td style="width: 169pt;">Name</td>
<td style="width: 119pt;">Sector</td>
<td style="width: 95pt;">Location</td>
<td style="text-align: center; width: 48pt;">prev.</td>
</tr>
<tr>
<td style="text-align: center;">1</td>
<td>
<a href="https://www.smartkarma.com/entities/lg-household-health-care" target="_blank" data-smartkarma-citation="entities:6501:1" rel="noopener">LG Household &amp; Health Care (051900 KS)</a> </td>
<td>Consumer Staples</td>
<td>Korea (South)</td>
<td style="text-align: center;">12</td>
</tr>
<tr>
<td style="text-align: center;">2</td>
<td>
<a href="https://www.smartkarma.com/entities/netease" target="_blank" data-smartkarma-citation="entities:29030:1" rel="noopener">NetEase (9999 HK)</a> </td>
<td>Communication</td>
<td>China</td>
<td style="text-align: center;">2</td>
</tr>
<tr>
<td style="text-align: center;">3</td>
<td>
<a href="https://www.smartkarma.com/entities/jd-com-inc" target="_blank" data-smartkarma-citation="entities:29043:1" rel="noopener">JD.com Inc. (9618 HK)</a> </td>
<td>Consumer Discretionary</td>
<td>China</td>
<td style="text-align: center;">10</td>
</tr>
<tr>
<td style="text-align: center;">4</td>
<td>
<a href="https://www.smartkarma.com/entities/xiaomi-corp" target="_blank" data-smartkarma-citation="entities:24409:1" rel="noopener">Xiaomi Corp (1810 HK)</a> </td>
<td>Information Technology</td>
<td>China</td>
<td style="text-align: center;">4</td>
</tr>
<tr>
<td style="text-align: center;">5</td>
<td>
<a href="https://www.smartkarma.com/entities/yandex-nv-a" target="_blank" data-smartkarma-citation="entities:414:1" rel="noopener">Yandex (YNDX US)</a> </td>
<td>Communication</td>
<td>Russian Federation</td>
<td style="text-align: center;">49</td>
</tr>
<tr>
<td style="text-align: center;">6</td>
<td>
<a href="https://www.smartkarma.com/entities/new-oriental-education-technology-group" target="_blank" data-smartkarma-citation="entities:32210:1" rel="noopener">New Oriental Education &amp; Technology Group (9901 HK)</a> </td>
<td>Consumer Discretionary</td>
<td>China</td>
<td style="text-align: center;">1</td>
</tr>
<tr>
<td style="text-align: center;">7</td>
<td>
<a href="https://www.smartkarma.com/entities/taiwan-semiconductor-manufacturing-company" target="_blank" data-smartkarma-citation="entities:11230:1" rel="noopener">TSMC (2330 TT)</a> </td>
<td>Information Technology</td>
<td>Taiwan</td>
<td style="text-align: center;">16</td>
</tr>
<tr>
<td style="text-align: center;">8</td>
<td>
<a href="https://www.smartkarma.com/entities/al-rajhi-bank" target="_blank" data-smartkarma-citation="entities:27038:1" rel="noopener">Al Rajhi Bank (RJHI AB)</a> </td>
<td>Financials</td>
<td>Saudi Arabia</td>
<td style="text-align: center;">33</td>
</tr>
<tr>
<td style="text-align: center;">9</td>
<td>
<a href="https://www.smartkarma.com/entities/magazine-luiza-sa" target="_blank" data-smartkarma-citation="entities:27676:1" rel="noopener">Magazine Luiza SA (MGLU3 BZ)</a> </td>
<td>Consumer Discretionary</td>
<td>Brazil</td>
<td style="text-align: center;">15</td>
</tr>
<tr>
<td style="text-align: center;">10</td>
<td>
<a href="https://www.smartkarma.com/entities/hcl-technologies-ltd" target="_blank" data-smartkarma-citation="entities:20025:1" rel="noopener">Hcl Technologies (HCLT IN)</a> </td>
<td>Information Technology</td>
<td>India</td>
<td style="text-align: center;">83</td>
</tr>
<tr>
<td colspan="5" style="text-align: left;">Source: FactSet financial data and analytics, my estimates and calculations, Tensorflow, Keras, Google Colaboratory, pandas</td>
</tr>
</tbody>
</table>
<p><em>As usual, please feel free to reach out for the full output table, any questions, clarifications needed or suggestions.</em></p>

This insight provides the output, and an overview of our, machine learning-driven, proprietary GEM screening model, which takes a three-pronged approach to find the best medium-term long ideas within the top100 largest stocks in the MSCI GEM Index. 
The model is based on 1) a typical quantitative multifactor screening model, enhanced by two Artificial Intelligence Technology-based approaches using 2) a Deep Neural Network model, and 3) a Recurrent Neural Network model. 
This model, which has been developed and tweaked over the past 3 years (and implemented in its current state for 17 months), has a solid real-world performance track record, which I set out in the detail below. 
Notable new entrants to the top decile this month include Russian internet company Yandex (YNDX US), Indian IT Services company Hcl Technologies (HCLT IN), and a return to the top 10 for TSMC (2330 TT).

      


rank
Name
Sector
Location
prev.


1

LG Household &amp; Health Care (051900 KS) 
Consumer Staples
Korea (South)
12


2

NetEase (9999 HK) 
Communication
China
2


3

JD.com Inc. (9618 HK) 
Consumer Discretionary
China
10


4

Xiaomi Corp (1810 HK) 
Information Technology
China
4


5

Yandex (YNDX US) 
Communication
Russian Federation
49


6

New Oriental Education &amp; Technology Group (9901 HK) 
Consumer Discretionary
China
1


7

TSMC (2330 TT) 
Information Technology
Taiwan
16


8

Al Rajhi Bank (RJHI AB) 
Financials
Saudi Arabia
33


9

Magazine Luiza SA (MGLU3 BZ) 
Consumer Discretionary
Brazil
15


10

Hcl Technologies (HCLT IN) 
Information Technology
India
83


Source: FactSet financial data and analytics, my estimates and calculations, Tensorflow, Keras, Google Colaboratory, pandas



As usual, please feel free to reach out for the full output table, any questions, clarifications needed or suggestions.

Japan/Asia Long-Short, LightStream Research

Mio Kato

Japan/Asia Long-Short

Long-Short Analysis on Japan, Asia and the World

LightStream Research

LightStream conducts quantitatively rigorous and data-driven analysis with a focus on Japan and Asia.

We consistently cover the Tech, Consumer and Industrial sectors, and provide ECM and Events coverage more broadly.

We supplement traditional qualitative insights from company relationships with a robust quantitative foundation that examines as much historical data as is available.
We further refine the accuracy of our insights and calls through the use of alternative data to flesh out current trends, and through a valuation framework that emphasises non-superficial peer group selection and a proper attempt to understand the metrics and changes that have driven security valuations in the past.

Thematic (Sector/Industry)

<h3>What’s Original?</h3>
<p>In this original, we have discussed some of the key aspects highlighted in Kishida’s policy statements along with the current status of these policies and companies that are likely to benefit.</p>

What’s Original?
In this original, we have discussed some of the key aspects highlighted in Kishida’s policy statements along with the current status of these policies and companies that are likely to benefit.

Kishida as Prime Minister: The Path Ahead

Semiconductors, Memory and SSDs Specialist, Objective Analysis

Jim Handy

Semiconductors, Memory and SSDs Specialist

Objective Analysis

Objective Analysis offers third-party independent market research and data for the semiconductor industry and investors in the semiconductor industry.

Semiconductors, Memory and SSDs

Equity Bottom-Up

<p>Samsung announced near-record semiconductor revenues in its third quarter on 28 October 2021.  Management indicated that this strength, that has bolstered the firm's overall revenues, seems likely to continue into 2022.</p>

Samsung announced near-record semiconductor revenues in its third quarter on 28 October 2021.  Management indicated that this strength, that has bolstered the firm's overall revenues, seems likely to continue into 2022.

Samsung Reports Near-Record Semi Revenues With Strong Outlook

SGX Market Strategist, Equity & Fixed Income, Singapore Exchange Ltd (SGX)

Geoff Howie

SGX Market Strategist, Equity & Fixed Income

Asia’s leading multi-asset exchange

Singapore Exchange Ltd (SGX)

Singapore Exchange is Asia’s leading and trusted market infrastructure, facilitating the exchange of capital and ideas to create value for people, businesses and economies. As a multi-asset exchange operating equity, fixed income and derivatives markets to the highest regulatory standards, SGX is a vertically integrated business that provides listing, trading, clearing, settlement, depository and data services.

With about 40% of listed companies and over 80% of listed bonds originating outside of Singapore as well as established linkages across the region and in Europe, SGX is Asia’s most international and connected exchange. Offering a full suite of derivatives products across Asian equity indices, commodities and currencies, SGX is the world’s most liquid international market for the benchmark equity indices of China, India, Japan and ASEAN.

As Asia’s pioneering central counterparty, SGX is globally recognised for its risk management and clearing capabilities, and was one of the first globally to adopt the Principles for Financial Market Infrastructure.

Headquartered in AAA-rated Singapore, SGX has over 800 employees including offices in Beijing, Chicago, Hong Kong, London, New York, Mumbai, San Francisco, Shanghai and Tokyo.

SGX Asia Currencies and Commodities Insights

Taiwan Semiconductor (TSMC) / Equity Bottom-Up

<p>TSMC offers an intriguing prospect due to its utter dominance of a high growth sector and high, stable margins. However, valuations are elevated and the sector itself appears ripe for a correction in our view with a significant possibility of an inventory glut.</p>

TSMC offers an intriguing prospect due to its utter dominance of a high growth sector and high, stable margins. However, valuations are elevated and the sector itself appears ripe for a correction in our view with a significant possibility of an inventory glut.

TSMC – 2022 Could Be Great but What After?

Taiwan

Taiwan Semiconductor Manufacturing Company, Ltd. manufactures and markets integrated circuits. The Company provides the following services: wafer manufacturing, wafer probing, assembly and testing, mask production, and design services. TSMC's ICs are used in computer, communication, consumer electronics, automotive, and industrial equipment industries.

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Taiwan Semiconductor (TSMC) (2330 TT)

Screening for GEMs: November 2021

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

Kishida as Prime Minister: The Path Ahead

In this original, we have discussed some of the key aspects highlighted in Kishida’s policy statements along with the current status of these...

Mio Kato

Samsung Reports Near-Record Semi Revenues With Strong Outlook

Like its competitors Micron and SK hynix, Samsung has profited well from memories and promises to continue along this path, perhaps to replicate...

Jim Handy

SGX Asia Currencies and Commodities Insights

By Macro Hive SGX Asia Currencies Insights Still-strong exports and continued portfolio inflows keep us constructive on the yuan despite...

Singapore Exchange Ltd (SGX)

TSMC – 2022 Could Be Great but What After?

TSMC offers an intriguing prospect due to its utter dominance of a high growth sector and high, stable margins despite elevated valuations and...

Mio Kato

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