Managing Director

Elan Gore

TMI Data Science

TMI Data Science utilizes Natural Language Processing to build custom leading indicators using unstructured data sourced from the global financial, trade & traditional media.  Our proprietary software, TMI Machine, is a text-mining platform designed with the buy-side & capital markets professional in mind, text-mining the global media to discern and quantify nuanced qualitative shifts in press coverage as they apply to macroeconomics, equity indexes/ETFs, commodities, currencies, fixed income & individual equities.  TMI provides custom leading indicators and systematic trading strategies, operating at the nexus of linguistics & statistics drawing on vast experience in investment banking and hedge fund settings in senior quantitative and fundamental roles.  

TMI Data Science was founded by Elan Gore, an award-winning Senior Global Basic Materials Equity Analyst & China Economist with 15 years of experience in North American hedge funds & institutional managers; and Alessandro Porrino, Ph.D., an Algorithmic Trading Analyst and Programmer with 10 years of front-office experience ranging from complex FX option pricing to auto-hedging strategies at Bank of America Merrill Lynch and Standard Chartered.  Mr. Gore holds an MBA in Finance from New York University Stern School of Business, and Mr. Porrino holds a Ph.D. in Systems Engineering from Brunel University London.

Cross Asset Strategy

<ul>
<li>On June 26, an official with the China National Development and Reform Commission (NDRC) suggested the coal price rally has run its course and is likely to see downward pressure in July on improved mine supply, higher imports and higher hydro &amp; solar power generation</li>
<li>This followed June 17 NDRC comments that the power crunch has started to ease with the arrival of the rainy season, after extreme tightness in coal availability required power rationing across multiple provinces in May-June for the second time in 6 months</li>
<li>Our text mining suggests reporting on coal shortages and power outages in key provinces peaked in the second week of June and has pulled back since, leading coal equities</li>
<li>With the cryptocurrency mining crackdown freeing up 21% of power supply in Xinjiang, 5% in Sichuan, 4% in Yunnan and 3% in Inner Mongolia, it appears the NDRC's near-term coal guidance may be credible</li>
<li>Ahead of Friday's June Non-Farm Payrolls release, we see outright declines in US reporting on labor shortages, signs of sequential improvement in temp employment, and renewed momentum in job postings</li>
<li>In Europe, we see continued elevated sentiment on the labor market, but reports of labor shortages are starting to surface; this week, the German IAB Labor Barometer, based on a survey of staffing agencies, hit its highest level since 2008 inception</li>
</ul><div class="content-highlight"><p>TMI Data Science utilizes Natural Language Processing to build custom leading indicators using unstructured data sourced from the global financial, trade &amp; traditional media. Our proprietary tools text-mine the global media to discern and quantify nuanced qualitative shifts in press coverage as they apply to macroeconomics, equity indexes/ETFs, commodities, currencies, fixed income &amp; individual equities. </p></div>


On June 26, an official with the China National Development and Reform Commission (NDRC) suggested the coal price rally has run its course and is likely to see downward pressure in July on improved mine supply, higher imports and higher hydro &amp; solar power generation
This followed June 17 NDRC comments that the power crunch has started to ease with the arrival of the rainy season, after extreme tightness in coal availability required power rationing across multiple provinces in May-June for the second time in 6 months
Our text mining suggests reporting on coal shortages and power outages in key provinces peaked in the second week of June and has pulled back since, leading coal equities
With the cryptocurrency mining crackdown freeing up 21% of power supply in Xinjiang, 5% in Sichuan, 4% in Yunnan and 3% in Inner Mongolia, it appears the NDRC's near-term coal guidance may be credible
Ahead of Friday's June Non-Farm Payrolls release, we see outright declines in US reporting on labor shortages, signs of sequential improvement in temp employment, and renewed momentum in job postings
In Europe, we see continued elevated sentiment on the labor market, but reports of labor shortages are starting to surface; this week, the German IAB Labor Barometer, based on a survey of staffing agencies, hit its highest level since 2008 inception
TMI Data Science utilizes Natural Language Processing to build custom leading indicators using unstructured data sourced from the global financial, trade &amp; traditional media. Our proprietary tools text-mine the global media to discern and quantify nuanced qualitative shifts in press coverage as they apply to macroeconomics, equity indexes/ETFs, commodities, currencies, fixed income &amp; individual equities. 

TMI Snapshots:  NDRC Coal "Guidance", NFP Preview, European Labor Strength

Asia Pac ECM and Index Rebal, Shenton Research

Ke Yan, CFA, FRM

Asia Pac ECM and Index Rebal

Asia Pac IPO & Placement Research, China Biotech

DZT Research

DZT Research is an independent Asia Pacific equity specialist. Our quantitative research covers index rebalancing flows, alongside exchange data analytics accross Asia Pacific. On the equity capital markets side, we focus on Asia Pacific ECM, especially biotech and TMT. Our lead analyst is frequently cited by international media.

Quantitative Analysis

<ul>
<li>We analyze the monthly Hong Kong Connect flows with our data engine for the month ended Jun 30th.</li>
<li>We estimate that the net southbound flows in June were $4.6bn Inflows.</li>
<li>We tabulate the top stocks by inflows, outflows, stake changes, and holdings, and highlight flows for Alibaba, Kingboard Laminates, Kingboard, Smic, Knowledge Atlas.</li>
</ul>


We analyze the monthly Hong Kong Connect flows with our data engine for the month ended Jun 30th.
We estimate that the net southbound flows in June were $4.6bn Inflows.
We tabulate the top stocks by inflows, outflows, stake changes, and holdings, and highlight flows for Alibaba, Kingboard Laminates, Kingboard, Smic, Knowledge Atlas.


Hong Kong Connect Flows (June): AI Driven $4.6bn Inflows

<ul>
<li>We analysed the earning revision of component stocks of CSI 300 in the past month.</li>
<li>We tabulated stocks with the top impact on index's EPS, stocks' EPS revision, and revenue revision.</li>
<li>We highlighted EPS revision on INDUSTRIAL BANK, YANTAI JEREH OILFIELD SERVICES, XIAMEN TUNGSTEN, KUNLUN TECH, CHONGQING ZHIFEI BIOLOGICAL PRODUCTS, GIANT NETWORK, CHINA SHENHUA ENERGY, Xinjiang Daqo.</li>
</ul>


We analysed the earning revision of component stocks of CSI 300 in the past month.
We tabulated stocks with the top impact on index's EPS, stocks' EPS revision, and revenue revision.
We highlighted EPS revision on INDUSTRIAL BANK, YANTAI JEREH OILFIELD SERVICES, XIAMEN TUNGSTEN, KUNLUN TECH, CHONGQING ZHIFEI BIOLOGICAL PRODUCTS, GIANT NETWORK, CHINA SHENHUA ENERGY, Xinjiang Daqo.


CSI 300 Index Earning Revision (Jun): INDUSTRIAL BANK, YANTAI JEREH OILFIELD SERVICES, KUNLUN TECH

<ul>
<li>We analysed the earning revision of component stocks of HSCEI in the past month.</li>
<li>We tabulated stocks with the top impact on index's EPS, stocks' EPS revision, and revenue revision.</li>
<li>We highlighted EPS revision on HAIER SMARTHOME, BOC, AKESO, Kuaishou, XPENG, ZIJIN MINING, MEITUAN, Pop Mart Intl.</li>
</ul>


We analysed the earning revision of component stocks of HSCEI in the past month.
We tabulated stocks with the top impact on index's EPS, stocks' EPS revision, and revenue revision.
We highlighted EPS revision on HAIER SMARTHOME, BOC, AKESO, Kuaishou, XPENG, ZIJIN MINING, MEITUAN, Pop Mart Intl.


HSCEI Index Earning Revision (Jun): HAIER SMARTHOME, BOC, AKESO, Kuaishou, XPENG, ZIJIN MINING

<ul>
<li>We analysed the earning revision of component stocks of HSI in the past month.</li>
<li>We tabulated stocks with the top impact on index's EPS, stocks' EPS revision, and revenue revision.</li>
<li>We highlighted EPS revision on TENCENT, AIA, PETROCHINA, LONGFOR, TRIP.COM, MEITUAN.</li>
</ul>


We analysed the earning revision of component stocks of HSI in the past month.
We tabulated stocks with the top impact on index's EPS, stocks' EPS revision, and revenue revision.
We highlighted EPS revision on TENCENT, AIA, PETROCHINA, LONGFOR, TRIP.COM, MEITUAN.


HSI Index Earning Revision (Jun): TENCENT, AIA, PETROCHINA, LONGFOR, TRIP.COM, MEITUAN

China

China Shenhua Energy is a globally integrated coal-based energy company primarily engaged in the production and sale of coal and electricity, along with railway, port, and shipping transportation services. The company also operates in coal-to-olefins businesses, producing products like methanol, polyethylene, and polypropylene. It was incorporated in 2004 and is headquartered in Beijing, People's Republic of China.

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China Shenhua Energy (1088 HK)

TMI Snapshots: NDRC Coal "Guidance", NFP Preview, European Labor Strength

Our text mining saw media reports of power rationing and coal shortages in China peak in the second week of June in-line with coal equities; the...

Elan Gore

Hong Kong Connect Flows (June): AI Driven $4.6bn Inflows

We estimate inflows to be $4.6bn from mainland investors to HK stocks in June. We highlight flows for Alibaba, Kingboard Laminates, Kingboard,...

Ke Yan, CFA, FRM

CSI 300 Index Earning Revision (Jun): INDUSTRIAL BANK, YANTAI JEREH OILFIELD SERVICES, KUNLUN TECH

We analyzed CSI 300's consensus for Jun 2026 and highlighted changes of EPS in INDUSTRIAL BANK (601166 CH), YANTAI JEREH OILFIELD SERVICES (002353...

Ke Yan, CFA, FRM

HSCEI Index Earning Revision (Jun): HAIER SMARTHOME, BOC, AKESO, Kuaishou, XPENG, ZIJIN MINING

We analyzed HSCEI's consensus for Jun 2026 and highlighted changes of EPS in HAIER SMARTHOME, BOC, AKESO, Kuaishou, XPENG, ZIJIN MINING, MEITUAN,...

Ke Yan, CFA, FRM

HSI Index Earning Revision (Jun): TENCENT, AIA, PETROCHINA, LONGFOR, TRIP.COM, MEITUAN

We analyzed HSI's consensus for Jun 2026 and highlighted changes of EPS in TENCENT, AIA, PETROCHINA, LONGFOR, TRIP.COM, MEITUAN.

Ke Yan, CFA, FRM

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