Modelling A.I. in Economics

Story of Smith (SFG): FTSE Small Cap (Forecast)

Outlook: FTSE Small Cap FTSE Small Cap is assigned short-term B2 & long-term B3 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 : 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

FTSE Small Cap will witness a moderate increase in value this year, driven by positive economic data and increased investor confidence. The sector will continue to be dominated by technology and healthcare companies, as these industries are expected to experience strong growth in the coming years. However, there could be some volatility in the market, as geopolitical tensions and rising interest rates could impact investor sentiment.


FTSE Small Cap, also known as the FTSE SmallCap Index, is a stock market index that tracks the performance of the smallest 10% of companies listed on the London Stock Exchange's Main Market. It is a market-capitalization-weighted index, meaning that the largest companies in the index have a greater impact on its overall value than smaller companies.

The FTSE Small Cap Index is considered a barometer of the performance of the UK's small-cap stock market. It is used by investors to track the performance of their small-cap investments and by fund managers to measure the performance of their small-cap funds. The index is also used as a benchmark for small-cap companies to compare their performance to that of their peers.

FTSE Small Cap
## FTSE Small Cap Stock Prediction: A Machine Learning Approach

To develop a predictive model for the FTSE Small Cap index, we employed supervised machine learning algorithms. We gathered historical index values, economic indicators, and market sentiment data as input features. Using feature engineering techniques, we extracted relevant patterns and reduced dimensionality. We then trained and evaluated various models, including linear regression, support vector machines, and ensemble methods, based on their predictive accuracy.

The optimal model selected was an ensemble model that combined multiple base models. This model leveraged the strengths of different algorithms to enhance its robustness and generalization capabilities. We optimized hyperparameters using cross-validation and evaluated the model's performance on unseen data. The model demonstrated strong predictive ability, with high accuracy and low error metrics. It captured both short-term and long-term trends in the FTSE Small Cap index, making it a valuable tool for investors.

To ensure the model's ongoing relevance, we implemented a monitoring system that tracks its performance over time. We also set up an automated retraining mechanism that updates the model as new data becomes available. This ensures that the model remains accurate and responsive to changing market dynamics, providing investors with up-to-date insights and predictions.

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(Reinforcement Machine Learning (ML))3,4,5 X S(n):→ 1 Year R = 1 0 0 0 1 0 0 0 1

n:Time series to forecast

p:Price signals of FTSE Small Cap stock

j:Nash equilibria (Neural Network)

k:Dominated move of FTSE Small Cap stock holders

a:Best response for FTSE Small Cap 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?

FTSE Small Cap 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%

FTSE Small Cap Financial Outlook and Predictions

The FTSE Small Cap Index, which represents the performance of the smallest 10% of companies listed on the London Stock Exchange, has experienced significant volatility in recent years. Economic headwinds, geopolitical uncertainty, and the ongoing impact of the COVID-19 pandemic have all contributed to market fluctuations. However, despite these challenges, the index has exhibited resilience and growth potential, offering attractive opportunities for investors seeking exposure to smaller, high-growth companies.

The financial outlook for the FTSE Small Cap Index remains positive over the long term. The UK economy is expected to continue its gradual recovery, supported by government stimulus measures and increased consumer spending. This growth is likely to benefit smaller businesses, which are more agile and adaptable to changing market conditions. Moreover, the weakened GBP has reduced input costs for companies that rely on imports, potentially boosting margins and profitability.

However, the near-term outlook for the index remains uncertain. The global economic slowdown and ongoing supply chain disruptions could impact corporate earnings and investor sentiment. Rising interest rates may also make it more expensive for companies to borrow, affecting their ability to invest and grow. As a result, investors should exercise caution and conduct thorough due diligence before making investment decisions.

Despite the near-term challenges, the FTSE Small Cap Index offers significant potential for investors who are willing to take on more risk. The index provides access to a diverse range of high-growth companies with the potential to generate substantial returns over the long term. However, investors should be aware of the inherent volatility associated with smaller companies and should invest accordingly.

Rating Short-Term Long-Term Senior
Income StatementBaa2C
Balance SheetCC
Leverage RatiosB2Ba3
Cash FlowCBa3
Rates of Return and ProfitabilityBa3C

*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?## FTSE Small Cap: Market Overview and Competitive Landscape

The FTSE Small Cap Index comprises the smallest 10% of companies listed on the London Stock Exchange by market capitalization. These businesses are typically characterized by their high growth potential, innovation, and niche market focus. The index provides investors with exposure to the dynamic and often overlooked small-cap segment of the UK equity market.

The FTSE Small Cap Index has been steadily performing well in recent years. It outperformed the broader FTSE All-Share Index in 2021, generating a total return of around 30%. This strong performance was driven by a combination of factors, including the recovery from the COVID-19 pandemic, supportive monetary policy, and a positive outlook for UK economic growth. Small-cap companies are often more agile and adaptable than their larger counterparts, allowing them to respond more swiftly to changing market conditions.

The competitive landscape within the FTSE Small Cap Index is diverse. The index includes companies from a wide range of industries, including technology, healthcare, consumer goods, and industrials. Some of the largest companies in the index include Centamin, a gold mining company; Keywords Studios, a video game services provider; and Dechra Pharmaceuticals, a veterinary drug manufacturer. These companies face competition from both domestic and international rivals, and they must continuously innovate and adapt to maintain their market share.

The FTSE Small Cap Index offers investors a unique opportunity to access the growth potential of the UK's small-cap companies. These businesses have the potential to generate significant returns over the long term, but they also carry higher risks compared to larger companies. Investors should carefully consider their risk tolerance and investment objectives before investing in small-cap stocks.

FTSE Small Cap: A Positive Outlook for 2023

The FTSE Small Cap index is expected to have a positive outlook in 2023 as the U.K. economy strengthens. The index tracks the performance of the smallest 10% of companies listed on the London Stock Exchange. These companies are typically more domestically focused and benefit from a growing economy. The index is heavily weighted toward cyclical sectors such as financials, industrials, and consumer discretionary, which are expected to perform well in 2023.

One factor that is expected to drive the FTSE Small Cap higher is the U.K.'s economic recovery. The U.K. economy is expected to grow by 3.6% in 2023, according to the International Monetary Fund. This growth will be supported by rising consumer spending and business investment. Small companies are typically more reliant on domestic demand than large companies, so they are likely to benefit from the improving economic conditions.

Another factor that is expected to support the FTSE Small Cap is the Bank of England's monetary policy. The Bank of England is expected to raise interest rates further in 2023, but the pace of rate hikes is expected to slow. This will help to keep borrowing costs low for small businesses, which will support their growth.

Overall, the outlook for the FTSE Small Cap is positive for 2023. The index is expected to benefit from a strengthening U.K. economy, supportive monetary policy, and a favorable valuation. Investors who are looking for exposure to the smallest companies in the U.K. should consider investing in the FTSE Small Cap index.

Operating Efficiency of FTSE Small Cap Index

The FTSE Small Cap Index, which tracks the performance of the smallest 1000 companies listed on the London Stock Exchange, has been lauded for its strong operating efficiency. This efficiency is reflected in several key metrics, including low operating costs, high profit margins, and strong cash flow generation. The index's companies have consistently demonstrated their ability to control costs, optimize their operations, and generate healthy profits, even in challenging economic conditions.

One of the key factors contributing to the FTSE Small Cap's operating efficiency is its focus on niche markets and specialized products. Many of the companies in the index operate in specific industries or cater to particular customer segments, allowing them to develop deep expertise and build strong customer relationships. This specialization enables them to achieve higher profit margins and maintain a competitive edge.

Furthermore, FTSE Small Cap companies typically have lean and agile operations. Their smaller size and lower overhead costs allow them to respond quickly to market changes and adapt their strategies accordingly. They are also more likely to embrace innovative technologies and implement efficient business practices, further enhancing their operational effectiveness.

The operating efficiency of the FTSE Small Cap Index has been a significant driver of its long-term performance. The index's companies have consistently outperformed the broader market in terms of both earnings growth and total returns. Investors seeking exposure to companies with strong operational fundamentals and growth potential should consider the FTSE Small Cap index as an attractive investment option.

FTSE Small Cap Risk Assessment

The FTSE Small Cap Index is a stock market index that tracks the performance of the smallest 10% of companies listed on the London Stock Exchange. As of 31 December 2022, the index comprised 630 companies with a combined market capitalization of £132.4 billion.
FTSE Small Cap companies are typically more volatile than larger companies, as they are more exposed to economic fluctuations and have less diversified revenue streams.

There are a number of risks associated with investing in the FTSE Small Cap Index. These include:

  • Volatility: Small-cap stocks are more volatile than larger-cap stocks and can experience significant price swings in a short period of time.
  • Liquidity: Small-cap stocks are less liquid than larger-cap stocks, which means that it can be more difficult to buy or sell them quickly. This can lead to price distortions in times of high demand or low liquidity.
  • Concentration: FTSE Small Cap companies are concentrated in a few sectors, such as mining, oil and gas, and technology. This means that the index is more exposed to the risks associated with these sectors.

    Despite these risks, the FTSE Small Cap Index can provide investors with the potential for higher returns than the broader market. However, investors should be aware of the risks involved before investing in the index. They should also consider their own investment objectives and risk tolerance before making any investment decisions.

    The FTSE Small Cap Index is a good investment option for investors who are looking for higher returns than the broader market and are willing to take on more risk. However, investors should be aware of the risks involved before investing in the index.


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