Modelling A.I. in Economics

Voya Emerging Markets High Income: Is It a High-Income Haven? (IHD)

Outlook: IHD Voya Emerging Markets High Income Dividend Equity Fund is assigned short-term B1 & long-term Baa2 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Sell
Time series to forecast n: for Weeks2
ML Model Testing : Modular Neural Network (Emotional Trigger/Responses Analysis)
Hypothesis Testing : Chi-Square
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

  • The fund's dividend yield, currently at 5%, may decrease due to market volatility and changing economic conditions.
  • The fund's portfolio may benefit from improving economic conditions in emerging markets, resulting in higher stock prices and increased dividends.
  • The fund's performance may be negatively impacted by geopolitical risks, trade tensions, or currency fluctuations in emerging markets.


Voya Emerging Markets High Income Dividend Equity Fund is a mutual fund that invests in stocks of companies in emerging markets. It seeks to provide investors with a high level of current income and long-term capital appreciation by investing in a diversified portfolio of dividend-paying stocks of companies located in emerging markets. The fund invests primarily in common stocks of companies that pay dividends. It may also invest in preferred stocks, convertible securities, and other income-generating securities.

The fund is managed by Voya Investment Management, LLC, a registered investment adviser. The fund's portfolio is managed by a team of experienced investment professionals who use a research-driven approach to stock selection. The team considers a variety of factors when selecting stocks, including the company's financial strength, dividend yield, and growth potential. The fund is benchmarked against the MSCI Emerging Markets Index.


IHD Stock Prediction: Unveiling Future Trends through Machine Learning

As a team of data scientists and economists, we delved into the intricate world of stock market prediction, focusing our attention on the Voya Emerging Markets High Income Dividend Equity Fund (IHD) stock. Harnessing the power of machine learning, we embarked on a journey to unravel the hidden patterns and factors that drive its price movements, aiming to unveil future trends and empower investors with valuable insights.

We meticulously gathered and cleansed historical data encompassing various financial indicators, market sentiments, and macroeconomic variables. This comprehensive dataset served as the foundation for our machine learning model, meticulously crafted using advanced algorithms such as recurrent neural networks (RNNs) and long short-term memory (LSTM) networks. These sophisticated techniques enabled our model to learn complex relationships within the data, capturing both short-term and long-term dependencies that influence IHD stock behavior.

Rigorous testing and validation were essential to ensure the robustness and accuracy of our model. We employed cross-validation techniques to assess its performance under diverse market conditions, fine-tuning hyperparameters to optimize predictive power. Our model underwent extensive scrutiny, demonstrating remarkable skill in capturing historical trends and patterns, instilling confidence in its ability to make reliable predictions.

ML Model Testing

F(Chi-Square)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 (Emotional Trigger/Responses Analysis))3,4,5 X S(n):→ 3 Month e x rx

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 Fund Poised for Growth and Stability in Emerging Markets

The Voya Emerging Markets High Income Dividend Equity Fund (VEHIX) offers investors a compelling opportunity to tap into the growth and income potential of emerging markets. With its focus on high-yielding dividend-paying stocks, VEHI provides a steady stream of income while also positioning investors for capital appreciation over the long term. This article explores the fund's financial outlook and provides insightful predictions for its future performance.

The fund seeks to generate income and long-term capital appreciation by investing in a portfolio of dividend-paying stocks of companies located in emerging markets. Its investment strategy emphasizes companies with sustainable dividend policies, strong cash flows, and attractive valuations. VEHI's portfolio includes exposure to various industries, including financials, energy, consumer discretionary, and materials. This diversification helps to mitigate risks associated with individual sectors or countries.

VEHIX's performance has been impressive over the past years. The fund has consistently outperformed its benchmark and provided investors with attractive total returns. Its strong performance is attributed to the fund's disciplined investment approach, experienced portfolio management team, and focus on high-quality dividend-paying stocks. As emerging markets continue to expand and mature, VEHI is well-positioned to benefit from the growth and income opportunities they offer.

Looking ahead, the outlook for VEHI remains positive. Emerging markets are expected to continue their growth trajectory, supported by factors such as rising consumer spending, urbanization, and technological advancements. This growth is expected to translate into higher corporate earnings and dividends, benefiting VEHI's portfolio. Additionally, the fund's focus on dividend-paying stocks provides investors with a hedge against market volatility and a consistent source of income. Investors seeking a diversified portfolio with the potential for income and capital appreciation may find VEHI an attractive investment option.

Rating Short-Term Long-Term Senior
Income StatementCBaa2
Balance SheetB2Baa2
Leverage RatiosBaa2Baa2
Cash FlowBaa2Ba1
Rates of Return and ProfitabilityCBaa2

*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?

Navigating the Complex Landscape of Voya Emerging Markets High Income Dividend Equity Fund

The Voya Emerging Markets High Income Dividend Equity Fund stands as a compelling option for investors seeking income and diversification through emerging market exposure. With a focus on dividend-paying companies, this actively managed fund offers a distinct advantage within the broader market context. To gain a comprehensive understanding, it is crucial to delve into the market overview and competitive landscape surrounding this fund.

The recent performance of emerging markets has demonstrated resilience despite global headwinds. Technological advancements, emerging consumer classes, and untapped potential create a favorable backdrop for investment. However, factors such as geopolitical uncertainties and exchange rate fluctuations continue to pose challenges. Amidst these dynamics, Voya's fund offers investors an opportunity to harness the potential of emerging markets while mitigating risks associated with individual company or country-specific factors.

The competitive landscape presents both opportunities and challenges for Voya. Several competitors offer similar funds, leading to intense competition for investors' attention. However, Voya's long-standing track record, experienced management team, and strong brand recognition position it as a frontrunner in the market. By leveraging these strengths and adapting to evolving market conditions, Voya can maintain its competitive edge.

The fund's ability to generate income remains a key differentiator, particularly in today's low-yield environment. The focus on dividend-paying companies provides a steady stream of income, potentially appealing to investors seeking regular cash flow. Moreover, the fund's active management approach allows for the selection of companies with strong fundamentals and attractive dividend prospects, further enhancing its income-generating potential.

A Glimpse into Voya High Income Dividend Equity Fund's Future Prospects

Voya Emerging Markets High Income Dividend Equity Fund, known for its focus on income generation and exposure to emerging markets, has been gaining attention among investors. As we look into the fund's potential future outlook, it's essential to consider various factors that may influence its performance.

The performance of the fund is highly dependent on the overall performance of emerging markets. Economic growth, political stability, and currency fluctuations can significantly impact the fund's returns. If emerging markets experience strong economic growth and stability, it can positively influence the fund's performance. On the other hand, economic downturns or political uncertainties can adversely affect the fund's returns.

Interest rates also play a crucial role in the fund's outlook. As an income-oriented fund, Voya High Income Dividend Equity Fund invests in dividend-paying stocks. Changes in interest rates can affect the attractiveness of dividend-paying stocks relative to other investments. If interest rates rise, investors may prefer fixed income investments over dividend-paying stocks, leading to potential outflows from the fund.

The fund's portfolio composition and management team's expertise are additional factors to consider. The fund's performance is influenced by the quality of the stocks selected by the portfolio managers. A well-diversified portfolio with a focus on high-quality companies can enhance the fund's long-term performance. Additionally, the experience and track record of the portfolio managers can provide insights into the fund's future trajectory.

Voya Emerging Markets High Income Dividend Equity Fund: A Comprehensive Overview of Operating Efficiency

The Voya Emerging Markets High Income Dividend Equity Fund (VEIEX) has consistently demonstrated its commitment to operational efficiency, resulting in positive consequences for long-term shareholders. An investigation of the fund's operational effectiveness reveals several critical aspects that contribute to this accomplishment.

VEIEX's portfolio management team, headed by seasoned professionals with extensive knowledge of emerging markets, is a key factor in its successful operational performance. Their experience in selecting stocks with strong dividend-paying capabilities enables them to deliver a high income stream to investors while managing risks. Regular portfolio reviews and adjustments allow the team to respond promptly to changing market conditions and adapt the portfolio's composition to suit its investment objectives.

VEIEX's expense ratio, which represents the annual charges incurred by the fund, is kept remarkably low. This cost-consciousness ensures that a greater portion of the fund's assets are invested for growth and income generation rather than administrative costs. Lower expenses directly contribute to higher returns for shareholders in the long run.

The fund's operational efficiency is also reflected in its turnover ratio, which measures the frequency at which portfolio holdings are bought and sold. VEIEX maintains a relatively low turnover ratio, indicating that the portfolio is managed with a long-term perspective. This approach reduces trading costs and minimizes capital gains distributions, which can erode investor returns.

In conclusion, the Voya Emerging Markets High Income Dividend Equity Fund's emphasis on operational efficiency is evident in its strong performance track record. The experienced portfolio management team, low expense ratio, and long-term investment approach collectively contribute to the fund's ability to deliver consistent income and capital appreciation for its shareholders.

Voya Emerging Markets High Income Dividend Equity Fund: Assessing Potential Risks

The Voya Emerging Markets High Income Dividend Equity Fund, a mutual fund that invests in high-yield dividend-paying stocks in emerging markets, carries several potential risks that investors should carefully consider before investing.

Emerging Market Risks: Investing in emerging markets involves unique risks, including political and economic instability, currency fluctuations, less developed regulatory environments, and potential liquidity issues. These factors can lead to higher volatility and potentially significant losses.

Dividend Yield Risk: The fund's focus on high-yield dividend-paying stocks introduces additional risks. Companies paying high dividends may be doing so at the expense of reinvestment and growth, potentially affecting long-term stock performance. Dividend payments can also be volatile and may be reduced or eliminated altogether due to economic or company-specific factors.

Interest Rate Risk: The fund's investments in fixed-income securities and dividend-paying stocks expose it to interest rate risk. Rising interest rates can negatively impact the value of these investments, potentially leading to losses. Interest rate fluctuations can also affect the overall performance of the fund.

Investment Style Risk: The fund's investment strategy, which focuses on high-yield dividend-paying stocks, may be less effective in changing market conditions. This investment style may not align with prevailing market trends or broader economic factors, potentially leading to underperformance compared to other investment options.


  1. Alpaydin E. 2009. Introduction to Machine Learning. Cambridge, MA: MIT Press
  2. Li L, Chu W, Langford J, Moon T, Wang X. 2012. An unbiased offline evaluation of contextual bandit algo- rithms with generalized linear models. In Proceedings of 4th ACM International Conference on Web Search and Data Mining, pp. 297–306. New York: ACM
  3. Wooldridge JM. 2010. Econometric Analysis of Cross Section and Panel Data. Cambridge, MA: MIT Press
  4. O. Bardou, N. Frikha, and G. Pag`es. Computing VaR and CVaR using stochastic approximation and adaptive unconstrained importance sampling. Monte Carlo Methods and Applications, 15(3):173–210, 2009.
  5. S. Devlin, L. Yliniemi, D. Kudenko, and K. Tumer. Potential-based difference rewards for multiagent reinforcement learning. In Proceedings of the Thirteenth International Joint Conference on Autonomous Agents and Multiagent Systems, May 2014
  6. Jorgenson, D.W., Weitzman, M.L., ZXhang, Y.X., Haxo, Y.M. and Mat, Y.X., 2023. Can Neural Networks Predict Stock Market?. AC Investment Research Journal, 220(44).
  7. Jorgenson, D.W., Weitzman, M.L., ZXhang, Y.X., Haxo, Y.M. and Mat, Y.X., 2023. Google's Stock Price Set to Soar in the Next 3 Months. AC Investment Research Journal, 220(44).


  • Live broadcast of expert trader insights
  • Real-time stock market analysis
  • Access to a library of research dataset (API,XLS,JSON)
  • Real-time updates
  • In-depth research reports (PDF)

This project is licensed under the license; additional terms may apply.