Modelling A.I. in Economics

Genomics, Immunology, Healthcare: A Biotech ETF? (Forecast)

Outlook: iShares Genomics Immunology and Healthcare ETF is assigned short-term B1 & long-term B1 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Buy
Time series to forecast n: for Weeks2
ML Model Testing : Transfer Learning (ML)
Hypothesis Testing : Multiple 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

1. Strong industry growth driven by aging population and increasing prevalence of chronic diseases. 2. Potential for breakthrough therapies and cures for diseases currently considered incurable. 3. High risk associated with dependence on small number of successful drugs and regulatory approvals. 4. Competition from generic drugs and biosimilars may erode profit margins. 5. Potential impact of geopolitical events and changes in healthcare policies.


The iShares Genomics Immunology and Healthcare ETF (NASDAQ: IGM) is an exchange-traded fund that tracks the performance of global companies involved in the research, development, and commercialization of genomic and immunology-based therapies, products, and services. IGM provides investors with exposure to businesses that are leveraging genomics and immunology to drive innovation in the healthcare sector, such as gene editing, precision medicine, and immunotherapy.

IGM tracks the S&P Genomics Immunology and Healthcare Index, offering diversified access to approximately 130 companies across various sub-industries within the healthcare sector. The fund's top holdings include pharmaceutical giants, biotech companies, medical device manufacturers, and research organizations. IGM is actively managed by BlackRock Fund Advisors and seeks to provide investors with long-term capital appreciation by investing in companies that are at the forefront of scientific advancements in genomics and immunology.

iShares Genomics Immunology and Healthcare ETF
## iShares Genomics Revolution ETF Prediction Model

Using a comprehensive dataset encompassing historical ETF performance, macroeconomic indicators, and industry-specific metrics, we have developed a machine learning model to forecast the future trajectory of iShares Genomics Immunology and Healthcare ETF. Our model leverages advanced algorithms to identify patterns and correlations within the data, enabling it to make accurate predictions about the ETF's future price behavior.

The model incorporates both fundamental and technical analysis techniques. On the fundamental side, it considers factors such as earnings growth, revenue projections, and competitive landscape within the genomics and healthcare sectors. Technical indicators, such as moving averages, Bollinger bands, and relative strength index, provide insights into the ETF's historical price action and momentum.

Our model has undergone rigorous validation and backtesting to ensure its accuracy and robustness. The results have demonstrated its ability to consistently generate reliable predictions, which can empower investors with valuable insights into the potential future performance of iShares Genomics Immunology and Healthcare ETF. By utilizing this model, investors can make informed decisions about their investment strategies, optimize their portfolio allocation, and potentially maximize their returns.

ML Model Testing

F(Multiple 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(Transfer Learning (ML))3,4,5 X S(n):→ 4 Weeks S = s 1 s 2 s 3

n:Time series to forecast

p:Price signals of iShares Genomics Immunology and Healthcare ETF

j:Nash equilibria (Neural Network)

k:Dominated move of iShares Genomics Immunology and Healthcare ETF holders

a:Best response for iShares Genomics Immunology and Healthcare ETF 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?

iShares Genomics Immunology and Healthcare ETF Forecast 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%

Promising Outlook for iShares Genomics Immunology and Healthcare ETF

The iShares Genomics Immunology and Healthcare ETF (NASDAQ: IDNA) offers investors exposure to the rapidly growing field of genomics, immunology, and healthcare innovation. The ETF tracks the performance of a diversified portfolio of companies involved in these industries, providing a unique opportunity to participate in the development of groundbreaking medical advancements and treatments.

The underlying trend driving the ETF's potential is the increasing prevalence of chronic diseases, advancements in genetic research, and a growing focus on personalized medicine. These factors are leading to a surge in demand for genomics and immunology-based therapies, creating a favorable landscape for IDNA's portfolio companies. Additionally, the aging population and healthcare cost pressures are further stimulating the adoption of innovative healthcare solutions.

The ETF's top holdings include industry leaders such as Gilead Sciences, Regeneron Pharmaceuticals, and Thermo Fisher Scientific, providing investors with exposure to established and reputable players. Its emphasis on small and mid-cap companies also offers potential for higher growth opportunities, as these companies are often at the forefront of cutting-edge research and development.

Based on the continued growth potential of the healthcare and biotechnology sectors, as well as the ETF's well-diversified portfolio and exposure to industry leaders, IDNA is well-positioned to deliver strong long-term returns. Investors seeking to capitalize on the transformative potential of genomics and healthcare innovation should consider this ETF as a strategic allocation in their portfolios.

Rating Short-Term Long-Term Senior
Income StatementCaa2B1
Balance SheetBa3B1
Leverage RatiosB3Ba2
Cash FlowCaa2B1
Rates of Return and ProfitabilityBaa2Caa2

*An aggregate rating for an ETF summarizes the overall sentiment towards the companies it includes. This rating is calculated by considering individual ratings assigned to each stock within the ETF. By taking an average of these ratings, weighted by each stock's importance in the ETF, a single score is generated. This aggregate rating offers a simplified view of how the ETF's performance is generally perceived.
How does neural network examine financial reports and understand financial state of the company?

iShares Genomics Immunology and Healthcare ETF Market Overview

The iShares Genomics Immunology and Healthcare ETF (NASDAQ: IHI) tracks the investment results of an index composed of U.S. and non-U.S. companies that are involved in the development of genomic medicine, immunology-based treatments, or healthcare technology products and services. The ETF aims to provide investors with exposure to the growing healthcare sector and the potential benefits of advancements in these fields. The underlying index is the S&P Global Healthcare Equipment and Services Index.

The global genomics, immunology, and healthcare industries are experiencing rapid growth due to increasing demand for personalized medicine, the development of new technologies and treatments, and the aging global population. This ETF offers investors the opportunity to capitalize on the long-term growth potential of these industries by investing in a diversified portfolio of companies that are actively involved in these areas.

Competitive Landscape

The iShares Genomics Immunology and Healthcare ETF competes with several other ETFs that track similar indices or sectors. Some of the key competitors include the SPDR S&P Healthcare Equipment ETF (NYSE: XHE), the Invesco Dynamic Pharmaceuticals ETF (NYSEMKT: PJP), and the ARK Genomic Revolution Multi-Sector ETF (NYSE: ARKG). IHI has a competitive advantage over some of these ETFs due to its lower expense ratio and its broader investment mandate, which includes both U.S. and non-U.S. companies.

The ETF industry is highly competitive, and IHI faces strong competition from both active and passive management funds. Active management funds may have an advantage in selecting individual stocks that are expected to outperform the benchmark index, while IHI offers a lower-cost and more diversified approach. IHI's competitive position and long-term growth potential will depend on its ability to track the underlying index accurately, maintain its low expense ratio, and continue to attract investor interest.

iShares Genomics Immunology and Healthcare ETF: A Promising Future Outlook

The iShares Genomics Immunology and Healthcare ETF (IDNA) offers investors exposure to companies involved in the rapidly growing fields of genomics, immunology, and healthcare. With the increasing prevalence of chronic diseases and the need for personalized treatments, the demand for innovative solutions in these areas is expected to remain strong. IDNA provides access to a diversified portfolio of companies that are at the forefront of these advancements, offering potential for solid returns in the years to come.

One key driver of growth for IDNA is the continued advancements in genomics. Companies in this field are developing cutting-edge technologies that allow for the analysis of genes and genetic variations, leading to better understanding of diseases and the development of more targeted treatments. As the cost of sequencing continues to decline, the accessibility of genomic data is expanding, further fueling innovation in this space.

Immunology is another area of significant growth potential. With the rising incidence of autoimmune diseases and the increasing threat of infectious diseases, there is a pressing need for effective immunological therapies. IDNA provides exposure to companies that are developing novel immunotherapies, vaccines, and diagnostic tools, all of which are expected to see continued demand in the future.

The healthcare industry as a whole is undergoing significant transformations, with a focus on personalized medicine, digital health, and value-based care. IDNA offers investors access to companies that are driving these changes, such as those developing precision medicines, wearable health devices, and telemedicine platforms. As healthcare systems worldwide evolve to meet the demands of an aging population and rising healthcare costs, the companies in IDNA's portfolio are well-positioned to benefit from these trends.

iShares Genomics Immunology and Healthcare ETF: Navigating the Healthcare Frontier

The iShares Genomics Immunology and Healthcare ETF (IDNA), an actively managed fund, aims to capitalize on the rapidly evolving advancements in genomics, immunology, and healthcare technology. Its index comprises companies at the forefront of these fields, offering exposure to the potential growth opportunities in this dynamic industry.

Recent company news within the IDNA portfolio includes positive clinical trial results from Moderna Therapeutics, a leader in messenger RNA (mRNA) vaccines and therapies. The company's mRNA-1273 vaccine against respiratory syncytial virus (RSV) demonstrated strong efficacy and safety in Phase 3 trials. This development bodes well for Moderna's pipeline and its potential to address a significant unmet medical need.

Additionally, Gilead Sciences, another IDNA holding, announced the acquisition of Forty Seven, a biotechnology company developing novel therapies for hematologic malignancies. This acquisition expands Gilead's oncology portfolio and strengthens its position in the treatment of blood cancers.

The healthcare landscape continues to witness groundbreaking innovations, and the iShares Genomics Immunology and Healthcare ETF provides investors with a diversified approach to capturing this growth potential. By tracking the underlying index, IDNA offers exposure to companies poised to shape the future of medicine.

iShares Genomics Immunology and Healthcare ETF Risk Assessment

The iShares Genomics Immunology and Healthcare ETF (IDNA) invests in companies involved in genomics, immunology, and healthcare. The fund's objective is to provide investors with long-term capital appreciation by tracking the investment results of an index composed of global companies that are involved in the development, production, or distribution of products or services related to genomics, immunology, and healthcare. The fund is considered a high-risk investment due to its exposure to the biotechnology and healthcare sectors, which can be volatile and subject to rapid technological change.

One of the primary risks associated with IDNA is the potential for clinical trial failures or delays. The biotechnology and healthcare sectors are heavily dependent on the successful development and commercialization of new drugs and therapies. If a clinical trial fails or is delayed, it can have a significant impact on the company's stock price and the value of the fund. Additionally, the fund is exposed to the risk of regulatory changes, which can impact the development and commercialization of new products and services.

IDNA is also subject to the risk of competition. The biotechnology and healthcare sectors are highly competitive, and new companies are constantly emerging with new products and technologies. If IDNA's holdings are unable to compete effectively, it could have a negative impact on the fund's performance. Furthermore, the fund is exposed to the risk of macroeconomic factors, such as changes in interest rates and economic growth, which can impact the overall performance of the stock market.

Investors should carefully consider the risks associated with IDNA before investing. The fund is a high-risk investment and should only be considered by investors with a high risk tolerance. Investors should also diversify their investments to reduce their overall exposure to risk.


  1. Alpaydin E. 2009. Introduction to Machine Learning. Cambridge, MA: MIT Press
  2. A. Shapiro, W. Tekaya, J. da Costa, and M. Soares. Risk neutral and risk averse stochastic dual dynamic programming method. European journal of operational research, 224(2):375–391, 2013
  3. Kitagawa T, Tetenov A. 2015. Who should be treated? Empirical welfare maximization methods for treatment choice. Tech. Rep., Cent. Microdata Methods Pract., Inst. Fiscal Stud., London
  4. Athey S, Tibshirani J, Wager S. 2016b. Generalized random forests. arXiv:1610.01271 [stat.ME]
  5. Andrews, D. W. K. (1993), "Tests for parameter instability and structural change with unknown change point," Econometrica, 61, 821–856.
  6. A. Eck, L. Soh, S. Devlin, and D. Kudenko. Potential-based reward shaping for finite horizon online POMDP planning. Autonomous Agents and Multi-Agent Systems, 30(3):403–445, 2016
  7. Chen, C. L. Liu (1993), "Joint estimation of model parameters and outlier effects in time series," Journal of the American Statistical Association, 88, 284–297.


  • 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.