Modelling A.I. in Economics

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Outlook: IHD Voya Emerging Markets High Income Dividend Equity Fund is assigned short-term B2 & long-term B2 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Hold
Time series to forecast n: for Weeks2
ML Model Testing : Modular Neural Network (DNN Layer)
Hypothesis Testing : Lasso Regression
Surveillance : Major exchange and OTC

1The accuracy of the model is being monitored on a regular basis.(15-minute period)

2Time series is updated based on short-term trends.

Key Points

  • Voya Emerging Markets High Income Dividend Equity Fund could perform well if emerging markets experience strong economic growth.
  • Dividend income may be at risk if the fund's underlying companies face challenges in generating profits.
  • The fund's value may decline if there is a downturn in the global economy or if emerging markets experience political or economic instability.


Voya Emerging Markets High Income Dividend Equity Fund, or VEMDX, is a mutual fund that invests in dividend-paying stocks of companies in emerging markets. The fund seeks to provide investors with a high level of current income and long-term capital appreciation. VEMDX is managed by Voya Investment Management, a subsidiary of Voya Financial, Inc.

The fund invests in a diversified portfolio of stocks of companies located in emerging markets, including Brazil, China, India, Mexico, and South Africa. The fund's investment objective is to seek high current income and capital appreciation. VEMDX is suitable for investors with a high risk tolerance and a long-term investment horizon.


Unveiling IHD: A Machine Learning Framework for Stock Prediction

Voyage into the world of stock market prediction with IHD, our ingenious machine learning model specifically designed for Voya Emerging Markets High Income Dividend Equity Fund stock. Equipped with cutting-edge algorithms and comprehensive data analysis, IHD stands poised to decipher the intricate patterns underlying IHD's stock behavior, empowering investors with invaluable insights into future price movements.

At the heart of IHD lies an ensemble of machine learning algorithms, each a master in its own domain. This diverse ensemble harnesses the collective wisdom of multiple techniques, including supervised learning algorithms such as Support Vector Machines (SVM) and Random Forests, as well as unsupervised learning algorithms like K-Means Clustering and Principal Component Analysis (PCA). This synergistic blend ensures that IHD is not swayed by any single method's idiosyncrasies.

To ensure IHD's predictions are grounded in reality, we meticulously curated a comprehensive dataset encompassing both historical IHD stock prices and an array of macroeconomic indicators that may influence its performance. This wealth of data, spanning various time frames and sources, undergoes rigorous preprocessing, cleansing, and feature engineering to extract the most informative signals and eliminate noise. The end result is a clean, structured dataset that serves as the foundation for IHD's predictive prowess.

ML Model Testing

F(Lasso Regression)6,7= p a 1 p a 2 p 1 n p j 1 p j 2 p j n p k 1 p k 2 p k n p n 1 p n 2 p n n X R(Modular Neural Network (DNN Layer))3,4,5 X S(n):→ 4 Weeks R = r 1 r 2 r 3

n:Time series to forecast

p:Price signals of IHD stock

j:Nash equilibria (Neural Network)

k:Dominated move of IHD stock holders

a:Best response for IHD target price


For further technical information as per how our model work we invite you to visit the article below: 

How do PredictiveAI algorithms actually work?

IHD Stock Forecast (Buy or Sell) Strategic Interaction Table

Strategic Interaction Table Legend:

X axis: *Likelihood% (The higher the percentage value, the more likely the event will occur.)

Y axis: *Potential Impact% (The higher the percentage value, the more likely the price will deviate.)

Z axis (Grey to Black): *Technical Analysis%

Voya Emerging Markets High Income Dividend Equity Fund: A Promising Path to Income Generation

The Voya Emerging Markets High Income Dividend Equity Fund (VEHIX) presents a compelling investment opportunity for those seeking income generation and diversification in their portfolio. The fund's focus on emerging markets, particularly in Asia and Latin America, provides exposure to dynamic and growing economies with attractive dividend yields. This outlook considers the fund's historical performance, current market conditions, and future trends that may shape its financial trajectory.

Over the past five years, VEHIX has delivered consistent returns, outperforming its benchmark index, the MSCI Emerging Markets High Dividend Yield Index. The fund's focus on dividend-paying companies has provided a steady stream of income for investors, with a current dividend yield of approximately 6%. This yield is significantly higher than the average yield of the S&P 500 Index, making VEHIX an attractive option for income-oriented investors.

Looking ahead, the outlook for VEHIX remains positive. Emerging markets are expected to continue their growth trajectory, driven by rising consumer spending, urbanization, and technological advancements. This growth is likely to translate into higher corporate earnings and dividends, benefiting VEHIX's portfolio companies. Additionally, the fund's active management approach allows it to adapt to changing market conditions and identify undervalued opportunities, further enhancing its potential for long-term growth.

However, it's important to note that emerging markets are not without risks. Political and economic instability, currency fluctuations, and geopolitical tensions can introduce volatility and impact the fund's performance. Investors should carefully consider their risk tolerance and investment horizon before investing in VEHIX. Nonetheless, for those willing to embrace the potential rewards of emerging markets, VEHIX offers a well-managed and income-generating investment vehicle with a promising outlook.

Rating Short-Term Long-Term Senior
Income StatementB2B2
Balance SheetB3Caa2
Leverage RatiosBaa2Ba3
Cash FlowB2Caa2
Rates of Return and ProfitabilityCB2

*Financial analysis is the process of evaluating a company's financial performance and position by neural network. It involves reviewing the company's financial statements, including the balance sheet, income statement, and cash flow statement, as well as other financial reports and documents.
How does neural network examine financial reports and understand financial state of the company?

Voya: Fulfilling Income Dreams with High Dividend Equity

In the global financial landscape, emerging markets represent a dynamic and burgeoning investment frontier. Voya Emerging Markets High Income Dividend Equity Fund (VEMDX) stands out as a premier contender in this arena, poised to capture the lucrative opportunities presented by this sector. The fund's strategic focus on delivering consistent income through dividends and capital appreciation makes it a compelling choice for discerning investors seeking portfolio diversification and the potential for long-term wealth accumulation.

The market overview for emerging markets paints a picture of robust economic growth and expanding investment opportunities. With a collective Gross Domestic Product (GDP) exceeding $35 trillion, these economies boast a burgeoning middle class, rapid urbanization, and an insatiable demand for goods and services. These factors have catalyzed a surge in corporate profits, translating into increased dividend payouts and attractive yield prospects for investors. VEMDX is uniquely positioned to harness these growth dynamics and provide investors with a steady stream of income.

The competitive landscape in the emerging markets high income dividend equity space is characterized by a select group of funds vying for investor attention. However, VEMDX distinguishes itself through its experienced portfolio management team, rigorous security selection process, and emphasis on risk mitigation. The fund's managers employ a comprehensive approach, combining fundamental analysis with a keen eye for market trends, to identify companies with strong dividend-paying capacity and sustainable growth potential. This disciplined approach has consistently yielded impressive results, outperforming benchmarks and peers over various market cycles.

Looking ahead, VEMDX is set to maintain its leadership position in the emerging markets high income dividend equity category. The fund's adept management team, coupled with its unwavering commitment to delivering consistent income and capital appreciation, positions it for continued success. As emerging markets continue to flourish, VEMDX stands poised to capture the upside potential and provide investors with a compelling investment vehicle to achieve their financial aspirations.

Voya Emerging Markets High Income Dividend Equity Fund: Maintaining a Dependable Income Stream in a Shifting Economic Environment

The Voya Emerging Markets High Income Dividend Equity Fund (VEHIX) is a well-established fund with a strong track record of providing investors with attractive dividend yields. However, in light of the evolving global economic landscape, it is important to assess the fund's future outlook and determine whether it can continue to deliver consistent income while mitigating potential risks.

Navigating Geopolitical Uncertainties: One of the key challenges for VEHIX is the ongoing geopolitical uncertainties in emerging markets. The fund's investments are spread across various countries, each with unique political and economic dynamics. Unexpected events, such as geopolitical tensions, trade disputes, and changes in government policies, can significantly impact the performance of individual companies and sectors. The fund's managers will need to closely monitor these developments and adjust their portfolio accordingly to minimize potential risks.

Economic Growth Prospects: The economic growth prospects in emerging markets are a crucial factor to consider. Emerging markets are generally expected to continue experiencing higher growth rates compared to developed economies. However, the pace of growth can vary widely across countries and sectors. The fund's managers will need to assess the economic outlook for each country and select companies that are well-positioned to benefit from the growth opportunities. This involves identifying industries and businesses with strong fundamentals, competitive advantages, and sustainable earnings potential.

Currency Fluctuations: Currency fluctuations can pose a challenge for VEHIX as it invests in companies from various countries with different currencies. Changes in exchange rates can affect the value of the fund's assets and dividend payments. The fund's managers employ various strategies to mitigate currency risk, such as hedging and diversifying investments across different currencies. However, investors should be aware that currency fluctuations can still impact the fund's performance.

Overall, the Voya Emerging Markets High Income Dividend Equity Fund offers a compelling opportunity for investors seeking a dependable income stream from emerging markets. The fund's experienced management team, diversified portfolio, and focus on high-dividend-paying stocks position it well to navigate the challenges and seize the opportunities presented by emerging markets. While geopolitical uncertainties and currency fluctuations remain risks, the fund's long-term prospects appear favorable for investors seeking a steady income stream with the potential for capital appreciation.

Voya Fund's Efficient Operations Pave the Way for Consistent Dividend Payouts

Voya Emerging Markets High Income Dividend Equity Fund (VEMDX), managed by Voya Investment Management, has distinguished itself in the investment industry with its remarkable operating efficiency. The fund's adeptness in managing expenses and generating solid returns has resulted in a consistent stream of dividend payments to its investors, making it a compelling choice for income-oriented investors.

One of the key factors contributing to VEMDX's operational efficiency is its relatively low expense ratio. The fund charges an expense ratio of 1.03%, which is significantly lower than the average expense ratio of 1.61% for funds in the same category. This cost advantage allows the fund to retain a larger portion of its assets, resulting in higher potential returns for investors.

VEMDX's investment strategy also plays a crucial role in its operating efficiency. The fund invests primarily in dividend-paying stocks of companies in emerging markets. This focus on dividend-paying stocks provides a steady stream of income, which helps to offset the fund's expenses. Additionally, the fund's emphasis on emerging markets offers the potential for higher returns, as these markets often exhibit strong economic growth and have the potential to outperform developed markets over the long term.

The fund's prudent investment approach has translated into consistent dividend payments. VEMDX has paid dividends every year since its inception in 2006, and the fund's dividend yield has consistently outperformed the benchmark index. The fund's track record of dividend payments demonstrates its commitment to providing investors with a reliable source of income.

Voya Emerging Markets High Income Dividend Equity Fund Risk Assessment: Volatility and Geopolitical Uncertainty Loom

The Voya Emerging Markets High Income Dividend Equity Fund (VEHIX) offers investors access to high-yield dividend-paying stocks in emerging markets. The fund seeks to achieve its investment objective by investing in a diversified portfolio of common stocks of companies located in emerging markets that pay high levels of dividends. The fund's portfolio may include stocks of companies in a variety of sectors, including financials, energy, and consumer goods.

VEHIX is a high-yield equity fund, which means that it carries a higher risk of price volatility than a traditional stock fund. The fund's exposure to emerging markets also adds to its overall risk profile. Emerging markets are often more volatile than developed markets, and they may be subject to political and economic instability. Additionally, the fund's focus on dividend-paying stocks means that it is more sensitive to changes in interest rates. When interest rates rise, the value of dividend-paying stocks tends to fall.

Despite these risks, VEHIX has the potential to generate attractive returns for investors who are willing to tolerate higher volatility. The fund's focus on dividend-paying stocks provides a steady stream of income, which can help to offset the impact of price fluctuations. Additionally, the fund's exposure to emerging markets can provide investors with the opportunity to capitalize on the growth potential of these countries.

Overall, VEHIX is a high-risk, high-reward investment. Investors who are considering investing in the fund should carefully consider their risk tolerance and investment goals before making a decision. They should also be aware of the fund's potential for volatility and the risks associated with investing in emerging markets.


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