AroniSmartInvest™ in Action: Machine Learning, Bayesian Network, Stock Segmentation, Market Sentiment Analyses Uncovers Key Stocks Leading to the Week of June 14, 2021

AroniSmartInvest™ in Action: Stocks, Market Sentiment and Profile Analysis June 12, 2021

Aroni in Action
  • Smaller Small Medium Big Bigger
  • Default Helvetica Segoe Georgia Times

On May 19, 2021, the stock market sentiment had started to head towards negativity, after a long period of positivity. Almost a month later, the sentiment  continues to lean towards negativity. As of the closing hour of  June 11, 2021 the dynamics of the stock market remain complex and the sentiment neutral or negative.

In the previous analyses,  AroniSmart™ team has been digging into the major positive signs at the start of Q2 2021, building on the volatility dynamics  observed in early April, March, and February 2021 (see some dynamics here:  ).  However, unlike the situation as of the closing hour of May 19, 2021 where the key stock market indices continued to register losses or were flat, on June 12, 2021, the major indices were up (S&P 500 - ^GSPC: +0.19%; Dow 30 - ^DJI: 0.04%; Nasdaq Composite - ^IXIC :0.35%). All the indices were also significantly up for the month (May 12 - Jine 11, 2021). For the week, only Dow 30 was down.

 AroniSmart™ team, leveraging the Machine Learning, Big Data, Bayesian Network Analysis, Neural Network Analysis, Time Series and Econometrics, 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 on June 12, 2021 and leading into the week of June 14-19, 2021 ( For More on AroniSoft LLC and AroniSmart products click here. See advertisment below to download free demo). 

AroniSmart™ team  continues to build on earlier analyses in  2021. The analyses reinforce the fact that the market sentiment is in the negative territory,  as investors appear to continue struggling with uncertainty and volatility and both upbeat expectations on some earnings and downbeat actions, due to inflation and other concerns. Speculative considerations on the economy, public debt and political agenda,  profit taking,  bonds prices,  interest rates,  options trading, and  related news about some key stocks, especially those related to Computer Chip Electic Vehicules (EV) Technology, Solar Energy, Cryptocurrency, Retail, and Banking remain the main drivers of the dynamics in the market.


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


On a Mac, Control-click on the link and choose “Download Link As…” to save the document to your computer. Uncompress and run the application. Make sure the settings allow running an application downloaded from the Internet.

 A little bit of the insights on the market events and sentiments, from AroniSmart™ team's findings, based on the data as of  June 12, 2021. 

AroniSmart™ team analyzed the key stories, 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

The Market Sentiment remains neutral or in negative territories  across several sectors and sites.  The focus of the news has shifted from  earnings for big companies  and small companies to inflation, public debt, infrastructure, and new technologies, including chip making. Inflation, uncertian news on EV (electric vehicles),  cryptocurrencies, chip shortages,  and crowd investments continue to weight heavily, even when a trend on the expections is becoming clearer.

The analysis highlights multiple dynamics, for the stock profile, the segmentation of stocks, the market profile and the sentiment in general.  

Segmentation and Profile 2021 04 02

AroniSmartIntelligence™ Analysis of Positive and Negative Sentiment words.

The sample screen shot below shows some of the  key stocks tickers, with high overall index in the AroniSmartInvest Tags word cloud and Bayesian Network analysis. A more complete view may be produced using the Bayesian Network and Sentiment Analysis capabilities in the Machine Learning module or AroniSmartInvest or both the Neural Network and  Bayesian Network  capabilities of AroniSmartIntelligence®


Sentiment Words Clouds Small 2021 03 03

From the figure above, it appears the  Tech,  Energy, Economy and Inflation related tags are prominent, highlighting the dominance of news  about  earnings, inflation, Tech companies challenges and  employment. The  dominance of Retail, Energy, Tech, Oil  and Healthcare stocks and news related word tags remain dominant as expected. 

As depicted in the complete  Words Cloud and Tags view, for which a partial screen shot is given  above,  it was found that, as in previous analyses,  the  positivity (see words in green) continues to be driven by words such as  comeback, health,  on course, support, improv, innov, interest, etc. The words cloud points to the continued  improving companies earnings, healthcare, retail, oil energy , COVID-19 vaccinations,  new innovations, Solar Energy, and the continued government support to improve economic performance. 

The negativity continues  to come from the market volatility, downturn, risk, rough, debt,  and job market,  and overal challenges related to uncertainties and risks while trying to overcome the last crisis, while avoiding potential pitfalls. 

AroniSmartInvest™ in Action: Segmentation and Key Stocks Driving the Market Sentiment

The stock analysis continues to reinforce the earlier findings on the sectors driving the markets. The stocks include TECH, Retail, Banking, Healthcare, Energy and Transportation.  Tech sector appears to have mixed results, whereas Healthcare, Retail, Transportation, Energy, and Banking maintain their upward momentum.   In the current analysis, the optimal segmentation analysis continued to  keep the 10 segments, with an additional bucket  of outliers (-1), with different performance, in terms of technicals and fundamentals, with most TECH companies shifting to segments  with decling momentum (see below). 

The stocks with strong trends, as identifed in AroniSmartIntelligence and AroniSmart words cloud and Bayesian Network include the following, with a few micro chips makers (green): 

  • TER - Teradyne, Inc., which specialises in automatic test equipment worldwide, including Semiconductor Test, System Test, Industrial Automation, and Wireless Test.
  • AZN - AstraZeneca PLC: a Healthcare Company, one of the COVID-19 Vaccine supplier worldwide,  3.21% week
  • MMM: 3M Company (MMM), Safety and Industrial, Transportation and Electronics, Health Care, and Consumer
  • NVDA - Nividia operates in two segments, Graphics and Compute & Networking, with products and chips used in gaming, professional visualization, datacenter, and automotive markets.
  • TECH - Bio-Techne Corporation):  develops, manufactures, and sells life science reagents, instruments, and services for the research and clinical diagnostic
  • ADBE - Adobe Inc.: diversified software company worldwide, with the Digital Media  tools and solutions and a  Creative Cloud
  • AMZN - Amazon - E-retail, Cloud Solutions, Media 
  • CVA - Covanta Holding Corporation: conversion of waste to energy,  waste transport and disposal, and renewable energy generation.
  • ORCL: Oracle
  • LLY - Eli Lilly and Company : Healthcare company
  • PEP - PepsiCo, Inc.:  food and beverage company worldwide
  • HON  - Honeywell International Inc.: diversified technology and manufacturing company worldwide
  • MSFT - MicroSoft
  • AVY - Avery Dennison Corporation,  manufactures and markets pressure-sensitive materials 
  • ADP - Automatic Data Processing, Inc. (ADP); cloud-based human capital management solutions
  • RHI - Robert Half International Inc.:  staffing and risk consulting services
  • MCHP: Microchip Technology Incorporated:  develops, manufactures, and sells semiconductor products forembedded control applications.

Segmentation and Profile 2021 04 02

The  list of stocks highly impacted on May 30, 2021 has varied since the last analysis.  TECH, Retail, Banking, chip, Energy, Car makers, and Retail companies  have a high weight. Apple (AAPL), MicroSoft (MSFT),  Johnson & Johnson (J&J), Tesla(TSLA), Amazon (AMZN), Moderna(MDNA), Pfizer(PFE),  General Motors (GM),  Exxon Mobil Corporation (XOM),  Oracle(ORCL),  Bank of America (BAC),  JP Morgan Chase & Co (JPM),  Walmart (WMT), AT&T (T), Cisco Systems(CSCO), Advanced Micro Devices, Inc. (AMD), NVIDIA(NVDA),  etc...  continue to drive the market and appear in the analysis.  The Bitcoin and EV stocks also continue to play a major role. The figure below shows a sample of stocks in news in the High Growth and Short Term Growth groups, accross all the 10 identified  segments, mostly mentionned in  the news on May 19, 2021.


Bayes Net All Stocks 1 2021 04 02

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



apple store 

AroniSmartIntelligence, the leading tool for Advanced Analytics, Machine Learning, Neural Network, & 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

Login Form

Remember Me