Quantitative Researcher, MRM Research

Nico Rosti

Quantitative Researcher

MRM Research

Quantitative Research

Quantitative Analysis

<ul>
<li>Numerous studies conducted over the past few decades have researched the “month of the year effect” in global stock markets, and tend to agree that some effects do exist.</li>
<li>Most studies however concur that seasonality, on its own, is a weak predictor of performance. We call these studies “Naïve Seasonality Analysis”, for reasons that we will explain here.</li>
<li>Based on the above premise, in this Smartkarma Original we are going to propose a methodology to improve seasonality research, to identify <em>when</em> specific months can deliver the best returns.</li>
</ul>


Numerous studies conducted over the past few decades have researched the “month of the year effect” in global stock markets, and tend to agree that some effects do exist.
Most studies however concur that seasonality, on its own, is a weak predictor of performance. We call these studies “Naïve Seasonality Analysis”, for reasons that we will explain here.
Based on the above premise, in this Smartkarma Original we are going to propose a methodology to improve seasonality research, to identify when specific months can deliver the best returns.


Influence of Monthly Time Patterns on Seasonal Effects in Asian Stock Markets: NKY and HSI

Pan-Asia Index Rebalances/ Events/ Delta One, Periscope Analytics

Brian Freitas

Pan-Asia Index Rebalances/ Events/ Delta One

Periscope Analytics

Periscope Analytics focuses on event-driven trades across Asia Pacific and provides comprehensive, timely and systematic coverage of index changes to major Asia Pacific indices in a structured manner.

The analysis includes forecasted inclusions and exclusions to all major Asian indices that have significant amount of tracking assets, including estimates of passive buy/sell flow on the stocks. The service also provides commentary and impact of market consultations, ground rule changes, and other events (IPOs, spin-offs, M&A) that could lead to index changes and passive flow.

Periscope Analytics works with multi-strategy hedge funds, proprietary trading firms, stat arb trading groups and long-only investors that invest and trade in the Asia Pacific region with the data being used to trade index rebalances, avoid pre-positioning and passive flow, and to time entry into and exit from stocks.

Event-Driven Trades Across Asia Pacific

Event-Driven

<ul>
<li>The coming week has a lot of review periods ending - <a href="https://www.smartkarma.com/entities/korea-stock-exchange-kospi-200" target="_blank" data-smartkarma-citation="entities:26021:1" rel="noopener">KOSPI 200</a>, <a href="https://www.smartkarma.com/entities/kosdaq-150-index" target="_blank" data-smartkarma-citation="entities:31077:1" rel="noopener">KOSDAQ 150</a>, <a href="https://www.smartkarma.com/entities/shanghai-shenzhen-csi-300-inde" target="_blank" data-smartkarma-citation="entities:22906:1" rel="noopener">CSI 300</a>, <a href="https://www.smartkarma.com/entities/csi-smallcap-500-index-shang" target="_blank" data-smartkarma-citation="entities:35347:1" rel="noopener">CSI 500</a>, <a href="https://www.smartkarma.com/entities/shanghai-stock-exchange-sse-50-a-share-index" target="_blank" data-smartkarma-citation="entities:31073:1" rel="noopener">SSE50</a>, <a href="https://www.smartkarma.com/entities/sse-science-and-technology-innovation-board-50-index" target="_blank" data-smartkarma-citation="entities:29279:1" rel="noopener">STAR50</a>, <a href="https://www.smartkarma.com/entities/chinext-index" target="_blank" data-smartkarma-citation="entities:25483:1" rel="noopener">ChiNext</a> and <a href="https://www.smartkarma.com/entities/s-p-bse-sensex-index" target="_blank" data-smartkarma-citation="entities:31494:1" rel="noopener">SENSEX</a>, among others.</li>
<li>The <a href="https://www.smartkarma.com/entities/tokyo-stock-exchange-tokyo-price-index-topix" target="_blank" data-smartkarma-citation="entities:22910:1" rel="noopener">TOPIX</a> rebalance will be implemented on Monday while the <a href="https://www.smartkarma.com/entities/global-x-lithium-battery-tech-etf" target="_blank" data-smartkarma-citation="entities:32745:1" rel="noopener">Global X Lithium &amp; Battery Tech ETF (LIT US)</a> and IDX indices will rebalance at the close on Tuesday.</li>
<li>There were outflows from Emerging Market ETFs including <a href="https://www.smartkarma.com/entities/ishares-msci-emerging-markets" target="_blank" data-smartkarma-citation="entities:438:1" rel="noopener">iShares Emerging Markets (EEM)</a>, <a href="https://www.smartkarma.com/entities/ishares-core-msci-emerging-mar" target="_blank" data-smartkarma-citation="entities:32967:1" rel="noopener">iShares Core Emerging Mar (IEMG),</a> <a href="https://www.smartkarma.com/entities/schwab-emerging-markets-equi" target="_blank" data-smartkarma-citation="entities:32879:1" rel="noopener">Schwab Emerging Markets Equi (SCHE)</a> and <a href="https://www.smartkarma.com/entities/ishares-edge-msci-min-vol-emerging-markets-etf" target="_blank" data-smartkarma-citation="entities:725:1" rel="noopener">IShares Edge Min Vol Emerging Markets ETF (EEMV)</a>.</li>
</ul>


The coming week has a lot of review periods ending - KOSPI 200, KOSDAQ 150, CSI 300, CSI 500, SSE50, STAR50, ChiNext and SENSEX, among others.
The TOPIX rebalance will be implemented on Monday while the Global X Lithium &amp; Battery Tech ETF (LIT US) and IDX indices will rebalance at the close on Tuesday.
There were outflows from Emerging Market ETFs including iShares Emerging Markets (EEM), iShares Core Emerging Mar (IEMG), Schwab Emerging Markets Equi (SCHE) and IShares Edge Min Vol Emerging Markets ETF (EEMV).


Index Rebalance & ETF Flow Recap: KS200, KQ150, Yuanta Div+, LIT, HSCI, IDX, Japan Positioning

<ul>
<li>
<a href="https://www.smartkarma.com/entities/cyberagent-inc" target="_blank" data-smartkarma-citation="entities:8197:1" rel="noopener">CyberAgent</a>, <a href="https://www.smartkarma.com/entities/lixil-group-corp" target="_blank" data-smartkarma-citation="entities:454:1" rel="noopener">Lixil Group</a>, <a href="https://www.smartkarma.com/entities/hakuhodo-dy-holdings-inc" target="_blank" data-smartkarma-citation="entities:8736:1" rel="noopener">Hakuhodo Dy Holdings</a>, <a href="https://www.smartkarma.com/entities/kobayashi-pharmaceutical-co" target="_blank" data-smartkarma-citation="entities:14930:1" rel="noopener">Kobayashi Pharmaceutical</a>, <a href="https://www.smartkarma.com/entities/welcia-holdings-co-ltd" target="_blank" data-smartkarma-citation="entities:20895:1" rel="noopener">Welcia Holdings</a>, <a href="https://www.smartkarma.com/entities/temp-holdings-co-ltd" target="_blank" data-smartkarma-citation="entities:1428:1" rel="noopener">Persol Holdings</a>, <a href="https://www.smartkarma.com/entities/kurita-water-industries-ltd" target="_blank" data-smartkarma-citation="entities:3870:1" rel="noopener">Kurita Water Industries</a>, <a href="https://www.smartkarma.com/entities/gmo-payment-gateway-inc" target="_blank" data-smartkarma-citation="entities:1492:1" rel="noopener">GMO Payment Gateway</a>, <a href="https://www.smartkarma.com/entities/keio-corp" target="_blank" data-smartkarma-citation="entities:1223:1" rel="noopener">Keio Corp</a> and <a href="https://www.smartkarma.com/entities/ngk-insulators-ltd" target="_blank" data-smartkarma-citation="entities:12580:1" rel="noopener">NGK Insulators</a> have underperformed the <a href="https://www.smartkarma.com/entities/nikkei-225" target="_blank" data-smartkarma-citation="entities:22909:1" rel="noopener">Nikkei225</a> over the recent past.</li>
<li>The underperformance could lead to adjustments in global passive portfolios and liquidity events on some of the stocks.</li>
<li>Short interest has increased on some stocks and there could be more pre-positioning to come over the next few weeks.</li>
</ul>



CyberAgent, Lixil Group, Hakuhodo Dy Holdings, Kobayashi Pharmaceutical, Welcia Holdings, Persol Holdings, Kurita Water Industries, GMO Payment Gateway, Keio Corp and NGK Insulators have underperformed the Nikkei225 over the recent past.
The underperformance could lead to adjustments in global passive portfolios and liquidity events on some of the stocks.
Short interest has increased on some stocks and there could be more pre-positioning to come over the next few weeks.


Japan - Increase in Shorts on Some Interesting** Stocks

<ul>
<li>
<a href="https://www.smartkarma.com/entities/light-wonder-inc" target="_blank" data-smartkarma-citation="entities:36929:1" rel="noopener">Light &amp; Wonder (LNW US)</a>/ <a href="https://www.smartkarma.com/entities/light-wonder-inc-7e7d040f-e811-4fb9-9710-796a39af299e" target="_blank" data-smartkarma-citation="entities:40171:1" rel="noopener">Light &amp; Wonder (LNW AU)</a> replaced <a href="https://www.smartkarma.com/entities/united-malt-group-ltd" target="_blank" data-smartkarma-citation="entities:29116:1" rel="noopener">United Malt Group Ltd (UMG AU)</a> in the <a href="https://www.smartkarma.com/entities/s-p-asx-200" target="_blank" data-smartkarma-citation="entities:22901:1" rel="noopener">S&amp;P/ASX 200 (AS51 INDEX)</a> last week.</li>
<li>
<a href="https://www.smartkarma.com/entities/newcrest-mining-ltd" target="_blank" data-smartkarma-citation="entities:691:1" rel="noopener">Newcrest Mining (NCM AU)</a> stops trading this week and should be replaced by <a href="https://www.smartkarma.com/entities/newmont-mining-corp" target="_blank" data-smartkarma-citation="entities:14503:1" rel="noopener">Newmont Mining (NEM US)</a> CDIs in the ASX indices.</li>
<li>Another week of ETF outflows for China with the largest outflows from trackers benchmarked to the CSI 1000 Index.</li>
</ul>



Light &amp; Wonder (LNW US)/ Light &amp; Wonder (LNW AU) replaced United Malt Group Ltd (UMG AU) in the S&amp;P/ASX 200 (AS51 INDEX) last week.

Newcrest Mining (NCM AU) stops trading this week and should be replaced by Newmont Mining (NEM US) CDIs in the ASX indices.
Another week of ETF outflows for China with the largest outflows from trackers benchmarked to the CSI 1000 Index.


Index Rebalance & ETF Flow Recap: NKY, ASX, Liontown, J&T Express, JP/IN Positioning, IndusInd Bank

Chief Economist & Political Strategist, CrossASEAN Research

Prasenjit K. Basu

Chief Economist & Political Strategist

CrossASEAN Research

At CrossASEAN Research we strive to produce unbiased and differentiated on the ground insights on companies across South East Asia. Our Research is produced for the most part after face to face meetings and conversations with company management to dig deep into the long term vision and strategy of the companies we cover. We seek to deliver investable and actionable themes on sectors and markets across SE Asia, often in collaboration with other Insight Providers across the region, pooling the vast experience of the analysts within the Smartkarma Ecosystem. We also offer bespoke work and tailor made trips for our clients. 

Insights across South East Asia

Macroeconomics

<ul>
<li>Ending a quarter-century of stagnation, Japan's nominal GDP rose 3.04% in the year to Jun'23, with per capita nominal GDP up 3.51% and per capita real GDP 1.91%. </li>
<li>With the decisive defeat of deflation, core CPI inflation was 2.8%YoY in Aug'23, enabling 21 consecutive months of YoY wage growth. The fiscal deficit likely declines to 3.5% of GDP.</li>
<li>Rebounding exports will restore a trade surplus this quarter, bolstering the current account surplus to 2.7% of GDP this year and 3.3% next. Stay overweight Japan. </li>
</ul>


Ending a quarter-century of stagnation, Japan's nominal GDP rose 3.04% in the year to Jun'23, with per capita nominal GDP up 3.51% and per capita real GDP 1.91%. 
With the decisive defeat of deflation, core CPI inflation was 2.8%YoY in Aug'23, enabling 21 consecutive months of YoY wage growth. The fiscal deficit likely declines to 3.5% of GDP.
Rebounding exports will restore a trade surplus this quarter, bolstering the current account surplus to 2.7% of GDP this year and 3.3% next. Stay overweight Japan. 


Japan: The End of Japanification as Rising Nominal GDP Spurs Virtuous Circles

Japan

The Nikkei-225 Stock Average is a price-weighted average of 225 top-rated Japanese companies listed in the First Section of the Tokyo Stock Exchange. The Nikkei Stock Average was first published on May 16, 1949, where the average price was ¥176.21 with a divisor of 225. 

Nikkei 225 (NKY INDEX)

Influence of Monthly Time Patterns on Seasonal Effects in Asian Stock Markets: NKY and HSI

Numerous studies conducted over the past few decades have researched the “month of the year effect” in global stock markets, and tend to agree...

Nico Rosti

Index Rebalance & ETF Flow Recap: KS200, KQ150, Yuanta Div+, LIT, HSCI, IDX, Japan Positioning

This recap highlights Insights covering Asian index rebalances (announcements/ forecasts/ IPO Fast Entry/ M&A driven changes). We also highlight...

Brian Freitas

Japan - Increase in Shorts on Some Interesting** Stocks

There are a few stocks in Japan that have underperformed the NKY over the last few months and that could lead to a liquidity event due to the...

Brian Freitas

Index Rebalance & ETF Flow Recap: NKY, ASX, Liontown, J&T Express, JP/IN Positioning, IndusInd Bank

This recap highlights Insights covering Asian index rebalances (announcements/ forecasts/ IPO Fast Entry/ M&A driven changes). We also highlight...

Brian Freitas

Japan: The End of Japanification as Rising Nominal GDP Spurs Virtuous Circles

Decisive end to deflation (core inflation at 2.8%YoY, 21 months of YoY wage gains) sets off a virtuous circle: per capital nominal GDP up 3.5%,...

Prasenjit K. Basu