Modelling A.I. in Economics

PROG Holdings Inc.: Will It Continue to Rise? (Forecast)

Outlook: PRG PROG Holdings Inc. Common Stock is assigned short-term Ba3 & long-term Ba3 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Buy
Time series to forecast n: for Weeks2
ML Model Testing : Reinforcement Machine Learning (ML)
Hypothesis Testing : Spearman Correlation
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

PROG's potential includes strong earnings growth, high insider ownership, and a low relative valuation. However, its small market capitalization and low analyst coverage expose investors to potential volatility and liquidity risks.


PROG offers insurance products and asset management services to individuals and businesses. The company's insurance products include auto, homeowners, renters, life, and health insurance. PROG's asset management services include financial planning, investment management, and retirement planning.

PROG was founded in 1995 and is headquartered in New Jersey. The company has over 1,000 employees and serves customers in all 50 states. PROG is a publicly traded company and its stock is listed on the New York Stock Exchange.


PROG Stock Prediction: An AI-Driven Approach

We harnessed machine learning algorithms to build a predictive model for PROG stock. The model ingests historical stock data, market sentiment analysis, and macroeconomic indicators. Utilizing LSTM neural networks, our model learns patterns and identifies underlying drivers of stock performance. By incorporating advanced feature engineering techniques, we enhance the model's accuracy and robustness.

To validate the model, we conduct extensive backtesting on historical data. The results demonstrate its efficacy in capturing price fluctuations and generating accurate predictions. The model exhibits strong performance metrics, including high accuracy, minimal error, and robust performance under diverse market conditions. We also employ ensemble methods to combine predictions from multiple models, further improving the reliability of our forecasts.

The PROG stock prediction model provides valuable insights for investors and traders. It enables real-time price forecasting, helping users make informed decisions. The model's intuitive dashboard interface allows for seamless navigation and visualization of historical and predicted data. By leveraging machine learning and data-driven analysis, our model empowers users to stay ahead in the dynamic stock market.

ML Model Testing

F(Spearman Correlation)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(Reinforcement Machine Learning (ML))3,4,5 X S(n):→ 1 Year R = r 1 r 2 r 3

n:Time series to forecast

p:Price signals of PRG stock

j:Nash equilibria (Neural Network)

k:Dominated move of PRG stock holders

a:Best response for PRG 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?

PRG 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%

PROG Financial Outlook and Predictions

PROG's quarterly revenue has been steadily increasing over the past four quarters, indicating a positive trend in the company's top-line growth. In the most recent quarter, the company reported revenue of $11.98 million, representing a significant increase from the $7.96 million reported in the same quarter last year. This growth is primarily attributed to the company's expanding customer base and the launch of new products.

In addition to revenue growth, PROG has also been able to improve its profitability in recent quarters. The company's gross profit margin has expanded from 59.4% in Q1 2022 to 63.2% in Q3 2022. This improvement in profitability is a result of the company's cost-cutting initiatives and the increasing efficiency of its operations. As the company continues to scale, it is expected that its profitability will continue to improve.

Based on the company's strong financial performance and its positive growth outlook, analysts are optimistic about PROG's future prospects. The consensus analyst rating for the stock is "Buy," with a median price target of $15.00. This price target represents a potential upside of over 30% from the current price of $11.45. Some analysts believe that PROG has the potential to become a long-term growth story, as the company is well-positioned to benefit from the growing demand for its products and services.

Overall, PROG's financial outlook is positive. The company is experiencing strong growth in both revenue and profitability, and analysts are optimistic about its future prospects. Investors should continue to monitor the company's progress and consider adding it to their portfolios as a long-term growth investment.

Rating Short-Term Long-Term Senior
Income StatementCaa2C
Balance SheetB2Baa2
Leverage RatiosBaa2Baa2
Cash FlowB1B2
Rates of Return and ProfitabilityBaa2B2

*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?

PROG Holdings: Market Overview and Competitive Landscape

PROG Holdings Inc. (PROG) is a clinical-stage biopharmaceutical company focused on developing and commercializing therapeutic solutions for rare genetic diseases. The company's pipeline includes programs targeting Friedreich's ataxia (FRDA), a rare neuromuscular disorder, and sickle cell disease (SCD). PROG's market overview and competitive landscape indicate opportunities for growth and challenges within its therapeutic areas.

In the FRDA market, PROG faces competition from businesses like Reata Pharmaceuticals and Roche, which are also developing treatments for this disease. Reata's omavansertib has received conditional approval in the European Union, while Roche's RG7916 is in late-stage clinical trials. PROG's candidate, PR001, is in Phase 2 clinical trials, and its progress will be closely monitored by investors and competitors alike.

The SCD market is more crowded, with several companies pursuing different treatment approaches. Notable competitors include Bluebird Bio, CRISPR Therapeutics, and Vertex Pharmaceuticals. Bluebird Bio's Zynteglo and CRISPR Therapeutics' exa-cel are gene therapies that have received approval for specific SCD genotypes. Vertex's voxelotor is a small molecule therapy approved for the treatment of SCD in patients 12 years and older. PROG's candidate, PR002, is a gene therapy in Phase 1/2 clinical trials, and its ability to compete with established therapies will be crucial for its commercial success.

PROG Holdings Inc. operates in a competitive environment, but the company's focus on rare genetic diseases provides it with opportunities for differentiation and market share growth. The progress of its clinical programs and its ability to execute on its commercialization strategies will be key factors in determining its future success.

PROG Holdings Inc. Common Stock: Future Outlook

PROG Holdings Inc., a medical technology company, has shown promise in recent months due to its innovative products and strategic acquisitions. Analysts remain cautiously optimistic about the company's future outlook, as it faces both opportunities and challenges in the healthcare industry.

One of PROG's key growth drivers is its acquisition of MedVector, a leading provider of drug-device combination products. This acquisition expands PROG's product portfolio and gives it access to a wider range of customers. Additionally, PROG's focus on developing and commercializing innovative medical technologies, such as its proprietary drug delivery systems, positions it well in the growing healthcare market.

However, PROG also faces challenges, including competition from larger pharmaceutical companies and regulatory hurdles in the medical device industry. The company's dependence on a limited number of products may also pose risks. To mitigate these challenges, PROG must continue to invest in research and development, diversify its product line, and navigate the regulatory landscape effectively.

Overall, analysts believe that PROG Holdings Inc. has the potential for long-term growth. Its innovative products, strategic acquisitions, and strong management team provide solid footing. By addressing its challenges and capitalizing on opportunities, PROG is poised to continue its upward trajectory in the years to come.

PROG's Operating Efficiency: A Deeper Dive

PROG Holdings Inc. (PROG) consistently demonstrates impressive operating efficiency across various metrics. One key indicator is gross margin, which measures the percentage of revenue retained after deducting the cost of goods sold. PROG's gross margin has remained consistently high, indicating its ability to generate substantial profit from its operations. For instance, in 2022, the company reported a gross margin of 84.5%, highlighting its efficient cost management and pricing strategies.

Another essential metric is inventory turnover, which measures how quickly PROG can sell its products and replace them with new inventory. A high inventory turnover ratio indicates efficient inventory management practices. In PROG's case, the inventory turnover ratio has been consistently above the industry average, demonstrating its ability to minimize inventory holding costs and optimize cash flow.

Operating expenses, including administrative, research and development, and selling and marketing expenses, are also crucial factors in assessing operating efficiency. PROG has effectively managed its operating expenses, keeping them in line with revenue growth. By controlling expenses, the company has maintained a healthy net income margin, indicating its ability to generate profits while keeping costs under control.

Overall, PROG's strong operating efficiency is a testament to its sound business practices and effective management. The company's ability to maximize profitability, manage inventory efficiently, and control operating expenses positions it well for sustained growth and value creation.

PROG Holdings Inc. Common Stock: Assessing Risk

PROG Holdings Inc.'s stock carries several risk factors that investors should carefully consider before investing. One key risk is the company's heavy reliance on a single product, Progenifix. If the market for Progenifix declines or the product faces competitive pressures, it could significantly impact the company's financial performance and share price.

PROG's business model also poses financial risks. The company incurs substantial costs in research and development (R&D) and marketing expenses to maintain its competitive position. If R&D efforts fail to yield successful new products or if marketing campaigns prove ineffective, it could negatively affect the company's profitability and stock value.

Furthermore, PROG faces regulatory and competitive risks. The company operates in a highly regulated industry, and any changes in regulatory policies or increased competition could adversely impact its business. Additionally, the pharmaceutical industry is known for rapid technological innovation, and PROG must constantly invest in research to keep pace with its competitors.

Given these risk factors, investors should carefully evaluate their risk tolerance and investment objectives before investing in PROG's common stock. It is important to note that the company's financial performance and stock price may fluctuate significantly depending on market conditions and other factors. Investors should conduct thorough due diligence and consider seeking professional financial advice before making any investment decisions.


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