AroniSmartInvest™ in Action: Key Stocks in November 2021: Machine Learning, Bayesian Network, Stock Segmentation, Market Sentiment Analyses

AroniSmartInvest™ in Action: Stocks, Market and Sentiment Analysis September 2, 2021

  • Smaller Small Medium Big Bigger
  • Default Helvetica Segoe Georgia Times

As the end of Year 2021 approaches, the stock market has continued to reach new record highs and to experience new dynamics, on top of the volatility that started in early May 2021. The latest major dynamics are driven by the improving job market, microchips shortages, global supply chain bottlenecks, Electric Vehicles (EV), cyptocurrency, the growing inflation, Chinese government actions on Tech and e-commerce companies,  retail and tech companies performance, and the overall economic policies, including the US infrastructure bill.

On November 17, 2021, the key stock market indices remain close to record performances. YTD, the stock indices have performed as follows:  Dow Jones Industrial Average gained 22.05%, Nasdaq: 34.91 %, S&P 500: 31.42%, and Russel 2000: 22.15%). AroniSmart™ team, leveraging the Machine Learning, Big Data ,Bayesian Network Analysis, Neural Network Analysis, Text Analytics, and Sentiment and Valence Analysis capabilities of the new improved  AroniSmartInvest™ and AroniSmartIntelligence™,   looked at the stock performance, market sentiment index and events driving the stock market as Novembber 17,  2021  and the end of the year approaches ( For More on AroniSoft LLC and AroniSmart products click here).  Key stocks driving the market in mid-November 2021 were identified.

 AroniSmart team has continued to build on earlier analyses in 2021( see: )  and ). AroniSmart™ team's analyses show that the market sentiment  remains balanced,  driven by increasing uncertainty and volatility, high earnings, US economic policies, and  international markets concerns.


GET ARONISMARTINVEST, A LEADING INVESTMENT RESEARCH TOOL, BASED ON  Advanced Analytics, machine Learning and Data Science  on App Store -- click here    apple store

 A little bit of the insights on the market events and sentiments, from AroniSmart™ team's findings, based on the data as of November 17, 2021. 

AroniSmart™ team analyzed the key stories and news on the stock markets, leveraging the Machine Learning, Big Data Bayesian Network Analysis, Neural Network Analysis, Text Analytics, and Sentiment and Valence Analysis capabilities of  AroniSmartInvest™ and AroniSmartIntelligence™ and uncovered actionable insights.

General Market Events and Sentiments

In general,  the Market Sentiment remains slightly positive, but fluctuates across several sectors and sites,  especially in news related to the stock market, the inflation, the political negotiations on budgets,  international markets dynamics,  and the pandemic. The sentiment on stock related news (stocks, mutual funds, cryptocurrency, IPOs) has in general moved to positive areas to positive areas ( average positivity >50%).  The analysis cleary identifies multiple dynamics, for the stock profile, the segmentation of stocks, the market profile and the sentiment in general.  Although  the market sentiment has some areas with general positivity trends, especially in investment and stock related news and areas , it remains slightly below positivity due to uncertainty of the overall economy futures and mixed positions.

The key high performing stocks tickers, with high overall index in the AroniSmartInvest Tags word cloud and Bayesian Network analysis and , as of November 17, 2021 are shown in the Bayesian Network and Sentiment Analysis below. 


Sentiment Words Clouds Stocks To Watch Small 2021 11 17

Figure 1: Stocks to Watch and Sentiment Analysis as of  November 17, 2021

AroniSmartIntelligence™ Analysis of Positive and Negative Sentiment words.

As depicted in the Words Cloud and Tags view below,   the positivity (see words in green) are driven by words such as  talent, breakthrough, breakthrough, innovation,  sustain, angel, enthusiasm, authonomous, interest, gain, earnings, relief, boost, boom, bolster,  support,  upbeat, uphold, top, improve, enthusiam, smart, smooth, oustmart, etc. The words point to the performance of the stock market, new innovations, and the continued government support to improve economic performance. 

The negativity appears to come from the  volatility, downturrn, risk, interruption, disruption, inflation, problem, threat, bonds market,  and overal uncertainty on the new waves of the COVID-19 pandemic and outbreak .  

Sentiment Word Clouds 2 2021 08 17

Figure 2:  Words Cloud and Sentiment Analysis as of November 17, 2021

AroniSmartInvest™ in Action: Key Stocks Driving the Market Sentiment

Based on  AroniSmart™ team's  analysis, it was found that TECH, EV, Transportation, Energy, Retail, and  Healthcare  are driving the marketThe previous analyses showed a strong and steady momentum. In the current analysis, the trends for these sectoks remain mainly positive, although volatility, especially pointing to speculation, has increased.

The stocks highly active on November 17, 2021 are shown in the  figures below. Among the high performing stocks,  based on YTD technicals,  are: AAPL,  ABC, ADP, COST, EFX, GOOGL, KFRC, LLY, MSFT, NVDA, POOL, RHI, and TSLA. 


All Stocks 1 2021 11 17


Figure 3:   Active stocks  to watch based on AroniSmart Sentiment Analysis as of November 17, 2021:  Ticker symbols A- Z

More detailed analyses, including stock segmentation and profile analysis can be conducted using  Big Data, Machine Learning, Time Series and Sentiment Analysis capabilities of  AroniSmartInvest and AroniSmartIntelligence™.  



apple store 

AroniSmartIntelligence, the leading tool for Advanced Analytics, Machine Learning & Data Science

Statisticians, Data Scientists, Business and Financial Analysts,  Savvy Investors, Engineers, Researchers,  Students, Teachers, Economists, Political Analysts,  and most of  the practitioners use Advanced Analytics to answer questions, to support informed  decision making or to learn.

AroniSmartIntelligence™ is a leading Advanced Analytics, Machine Learning and Data Science tool, with optimized cutting edge Statistics models, Econometrics, Big Data and Text Analytics.

AronismartIntelligence™ includes modules covering Machine Learning and Big Data mining, Unstructured Text Analysis, Sentiment and Emotion Analytics, Bayesian Statistics and other advanced analytics.


@2021 AroniSoft LLC

For More on AroniSoft LLC andAroniSmart products click here