Artificial Intelligence & Natural Language Processing

Components for handling complex ticker level attribution & a deep learning ML model for topical sentiment classification.

Proprietary Memory-Based Sentiment Attenuation Model

Our unique and proprietary memory-based sentiment attenuation model that considers “recency”, “source”, and “frequency” to handle news sentiment decay effects.

Advanced Statistical Methods and Neural Networks

Our systematic models are based on advanced statistical methods and neural networks and optimize stock selection and portfolio rotation as market conditions change.

We process large volumes of news media articles to derive quantified Financial and ESG news signals that are robust proxies for measuring sentiment at the firm level to deliver AI Portfolio Models.

Financial News Sentiment Signal

A leading indicator of price,
so you can rebalance.

StockSnips real-time news sentiment analysis provides a clear signal into the movement of price in the market. By sifting through and summarizing millions of SEC filings and news publications, StockSnips delivers concise and unbiased financial sentiment, a proxy for investor sentiment.

Why sentiment is the leading indicator

Over time news sentiment changes, and sentiment and sentiment deviation affects price behavior. Typically, positive changes push price up, while negative changes drive price down. StockSnips analyzes large volumes of relevant news, and derives an aggregate sentiment signal for a company or sector.

Watch as the sentiment for AAPL moves up and down ahead of price.

ESG News Sentiment Signal

A company’s social responsibility score, so you can evaluate risk.

Sustainability plays a growing role in determining tomorrow’s winners and losers. Companies with strong ESG performance are unlocking new opportunities and attracting more investors, while ESG laggards face stiff fines and increasing costs of capital. Investors can now benefit from ESG news sentiment to evaluate relevant risks and opportunities as soon as they occur.

Environmental
  • Climate Change
  • Renewable Energy
  • Pollution
  • Biodiversity
  • Carbon Emissions
  • Water Consumption
Social
  • Data Security
  • Diversity
  • Labor Practices
  • Human Rights
  • Product Safety
  • Customer Privacy
Governance
  • Board Independence
  • Shareholder Rights
  • Executive Compensation
  • Antitrust
  • Ethics
  • Class Action Lawsuits
view the full taxonomy
https://youtu.be/oQk6KfgbvTA

Target the ESG category that best matches the investment strategies and values of your clients.

Select a company group and ESG category below to reveal the sentiment breakdown.

Topics included in this comparison:

  • Nature Loss
  • Climate Change
  • Pollution
  • Recycled Plastic
  • Wildlife
  • Carbon Emissions
  • Environmental Impact
  • Land Use
  • CEO Change
  • Corporate Governance
  • Human Rights
  • Labor Practices
  • Privacy
  • Proxy Vote
  • Antitrust
  • Shareholder Rights
  • Collective Bargaining
  • Community Investment
  • Creed
  • Customer Privacy
  • Customer Security
  • Data Breach
  • Ethics
  • Ethnicity

Apple Inc. (AAPL)

81%
Positive OVERALL
117 Snippets analyzed across 56 articles
  • Apple Spent $2.8B Raised From Green Bond Issue For Clean Energy Projects
    Sources: benzinga
    GHG Emissions
  • Apple to use Tesla battery packs for solar-energy storage facility: report
    Sources: marketwatch
    Energy Management
  • Apple launches $200 million forestry fund it says will bring financial return for investors
    Sources: marketwatch
    GHG Emissions
  • Apple Is Building a Massive Battery Storage Project Using Tesla Megapack Batteries
    Sources: motley fool
    Energy Management
  • Web Summit: With funding from Apple, Malala Fund is conducting research to look at the impacts of climate change on girls and young women, and education’s role in building resilience to future crises
    Sources: pr newswire
    Climate Impacts
showing 5 of 56 articles

Amazon.com Inc. (AMZN)

76%
Positive OVERALL
298 Snippets analyzed across 147 articles
  • Amazon’s (AMZN) 26 Projects to Bolster Carbon Neutrality Efforts
    Sources: zacks
    GHG Emissions
    Energy Management
  • Advancements in Renewable Energy Technologies to Ignite Extensive Growth across Floating Solar Panels Market between 2019 and 2027: TMR
    Sources: pr newswire
    Energy Management
  • Kern County, Oil, And The Fight To Keep A Blue Collar California
    Sources: forbes
    Energy Management
  • Amazon’s ‘Restless Nights’ Center On Achieving Net-Zero By 2040
    Sources: forbes
    GHG Emissions
    Energy Management
  • Amazon Unveils its Largest-Ever Renewable Energy Project
    Sources: motley fool
    Climate Impacts
showing 5 of 147 articles

Apple Inc. (AAPL)

43%
Positive OVERALL
961 Snippets analyzed across 513 articles
  • Apple hit with landmark antitrust charges in Europe over App Store practices
    Sources: marketwatch
    Competitive Behavior
  • Apple Refuses To Concede To Facebook, Other Advertisers Over Tracking Users Without Consent
    Sources: benzinga
    Data Privacy & Security
  • Apple set to face antitrust charges over Spotify complaint, according to reports
    Sources: marketwatch
    Competitive Behavior
  • Apple Forces Competitors To Play By Its Rules With A New Operating System
    Sources: forbes
    Business Ethics
    Data Privacy & Security
  • Apple v. Epic: Top Apple engineer makes case for App Store security
    Sources: marketwatch
    Competitive Behavior
showing 5 of 513 articles

Amazon.com Inc. (AMZN)

50%
Positive OVERALL
723 Snippets analyzed across 383 articles
  • Amazon Announces First Robotics Fulfillment Center In Louisiana
    Sources: benzinga
    Competitive Behavior
  • New AI Platform Provides Proxy Voting Data from Broadridge
    Sources: pr newswire
    Competitive Behavior
  • Amazon Supply Chain Innovation Continues
    Sources: forbes
    Investment
    Credit
    and Underwriting ESG Risks
  • Google, Amazon Fined $163 Million as France Takes Hard Line on Privacy
    Sources: the wall street journal
    Data Privacy & Security
  • Amazon could face a new union push and antitrust scrutiny under the Biden administration
    Sources: cnbc
    Competitive Behavior
    Data Privacy & Security
showing 5 of 383 articles

Apple Inc. (AAPL)

65%
Positive OVERALL
195 Snippets analyzed across 141 articles
  • Amazon’s (AMZN) 26 Projects to Bolster Carbon Neutrality Efforts
    Sources: zacks
    Selling Practices & Product Labeling
  • Target, The ‘Apple Experience’ And Training
    Sources: forbes
    Employee Recruitment
    Engagement
    Diversity & Inclusion
  • Apple Forces Competitors To Play By Its Rules With A New Operating System
    Sources: forbes
    Human Rights
    Data Privacy & Security
  • Chinese dissident targets Apple, Nike, others after report says they lobbied to weaken forced labor bill
    Sources: cnbc
    Business Ethics
    Labor Practices & Compensation
  • Apple (AAPL) Supplier Accused of Using Forced Labor in China
    Sources: investopedia
    Labor Practices & Compensation
showing 5 of 141 articles

Amazon.com Inc. (AMZN)

62%
Positive OVERALL
624 Snippets analyzed across 357 articles
  • Amazon Announces First Robotics Fulfillment Center In Louisiana
    Sources: benzinga
    Labor Practices & Compensation
  • Amazon’s (AMZN) Latest Move Ensures Employee Mental Wellbeing
    Sources: zacks
    Employee Health
    Safety & Wellbeing
  • Amazon Web Services manager files discrimination lawsuit
    Sources: business insider
    Employee Recruitment
    Engagement
    Diversity & Inclusion
  • Jeff Bezos is obsessed with a common Amazon warehouse injury
    Sources: cnbc
    Employee Health
    Safety & Wellbeing
  • After Amazon: Labor tries to regroup in wake of Alabama loss
    Sources: ap
    Labor Practices & Compensation
showing 5 of 357 articles

Topics included in this comparison:

  • Air Pollution
  • Biodiversity
  • Carbon Emissions
  • Climate Change
  • Climate Divest
  • Solar Energy
  • Sustainable Development
  • Wildlife
  • CEO Change
  • Corporate Governance
  • Corruption
  • Ethics
  • Independent Director
  • Antitrust
  • Board Nominees
  • Lobbying
  • Customer Security
  • Data Leak
  • Privacy
  • Women Leadership
  • Pay Gap
  • Product Safety
  • Employee Health
  • Labor Relations

Exxon Mobil Corp. (XOM)

61%
Positive OVERALL
891 Snippets analyzed across 229 articles
  • Energy Transfer Doesn’t Want to Get Left Behind in the Energy Transition
    Sources: motley fool
    GHG Emissions
  • What You Should Know From ExxonMobil’s (XOM) Long-Term Plan
    Sources: zacks
    GHG Emissions
  • Energy Demand And Transition Creating Interconnected Opportunities
    Sources: seeking alpha
    Energy Management
  • Exxon Mobil Unveils 5-Year Plan To Meet Climate Change Goals, Increase Shareholder Value
    Sources: benzinga
    GHG Emissions
  • We Can Capture Carbon, But What Then? Turning A Profit Will Be Key
    Sources: forbes
    Climate Impacts
showing 5 of 229 articles

BP p.l.c (BP)

69%
Positive OVERALL
271 Snippets analyzed across 120 articles
  • BP plans UK’s largest blue hydrogen production facility
    Sources: reuters
    Energy Management
  • BP Now Controls the Largest U.S. Carbon Offset Developer. The Stock Rose.
    Sources: barrons
    Energy Management
  • Clean Energy Fuels Corp: Partnerships With BP And Total Are Extremely Promising
    Sources: seeking alpha
    GHG Emissions
    Climate Impacts
  • Oil and Renewable Upside? This Energy Stock Has It All
    Sources: motley fool
    Energy Management
  • Qantas and BP unveil strategic partnership to reduce carbon emissions
    Sources: reuters
    GHG Emissions
showing 5 of 120 articles

Exxon Mobil Corp. (XOM)

58%
Positive OVERALL
272 Snippets analyzed across 120 articles
  • Exxon Will Lose the Board Battle Even If It Wins. Why the World’s Oil Companies Can’t Fight Change.
    Sources: barrons
    Competitive Behavior
    Investment
    Credit
    and Underwriting ESG Risks
  • Exxon Mobil Might Add Activist Investor Jeff Ubben to Its Board, Reports Say
    Sources: barrons
    Investment
    Credit
    and Underwriting ESG Risks
  • Exxon Dissident’s Victory Leaves Big Climate Questions Open
    Sources: barrons
    Investment
    Credit
    and Underwriting ESG Risks
  • Exxon CEO Defends Board as Activist Investor Gains Support
    Sources: barrons
    Investment
    Credit
    and Underwriting ESG Risks
  • Exxon And ESG Investing: Who’s Greenwashing Whom? 4 Key Questions
    Sources: forbes
    Investment
    Credit
    and Underwriting ESG Risks
showing 5 of 120 articles

BP p.l.c (BP)

61%
Positive OVERALL
23 Snippets analyzed across 13 articles
  • To Fight Climate Change, Should Green Investors Reconsider Big Oil?
    Sources: forbes
    Investment
    Credit
    and Underwriting ESG Risks
  • The oil industry is getting greener much more quickly as U.S. focus shifts to climate change
    Sources: cnbc
    Investment
    Credit
    and Underwriting ESG Risks
  • Activist Shareholder Wins Two Seats On ExxonMobil’s Board Amid Battle Over Climate Change
    Sources: forbes
    GHG Emissions
    Business Model Resilience
  • Biden delays Trump rule that weakened wild bird protections
    Sources: ap
    Business Ethics
  • LyondellBasell Nominates Anthony Chase and Robert Dudley to Serve as Directors
    Sources: pr newswire
    Competitive Behavior
showing 5 of 13 articles

Exxon Mobil Corp. (XOM)

56%
Positive OVERALL
39 Snippets analyzed across 34 articles
  • Exxon Will Lose the Board Battle Even If It Wins. Why the World’s Oil Companies Can’t Fight Change.
    Sources: barrons
    Community Relations
  • Bottom-Fishing and Trend-Chasing: Exxon’s Writedown and Renewable Energy’s Surge
    Sources: motley fool
    Labor Practices & Compensation
  • Exxon CEO on Fighting Climate Change and Criticism From Activist Investors
    Sources: barrons
    Labor Practices & Compensation
    Critical Incident Risk Management
  • Companies declared ‘Black lives matter’ last year, and now they’re being asked to prove it
    Sources: marketwatch
    Human Rights
    Climate Impacts
    Employee Recruitment
    Engagement
    Diversity & Inclusion
  • ExxonMobil Targeted by Activist Investor Seeking Board Changes
    Sources: investopedia
    Labor Practices & Compensation
showing 5 of 34 articles

BP p.l.c (BP)

71%
Positive OVERALL
7 Snippets analyzed across 6 articles
  • Federal appeals court rejects Alaska offshore drilling plan
    Sources: ap
    Employee Health
    Safety & Wellbeing
  • Trump administration scales back wild bird protections
    Sources: ap
    Employee Health
    Safety & Wellbeing
  • BP CEO Looney Gets Low Remuneration in 2020 Due to Pandemic
    Sources: zacks
    Labor Practices & Compensation
  • Unions push back as U.S. refiners shunt aside longtime trade workers
    Sources: reuters
    Product Quality & Safety
  • Opptly Announces Advisory Board to Drive Innovation
    Sources: pr newswire
    Employee Recruitment
    Engagement
    Diversity & Inclusion
showing 5 of 6 articles
Adaptive & Reactive

Sentiment-Based Portfolio Construction

StockSnips has collaborated with investment firms to develop Smart Alpha Portfolio Models. These include blending fundamental factors like growth, quality and value with proven Investor Sentiment factors. This approach captures the missing link in capturing Alpha which is Sentiment. Back-tests confirm that competitive price trending and business trending models can outperform the market. StockSnips AI models are adaptive and react to changes in market regimes on a timely manner. The Sentiment-based portfolios are currently trading live by RIAs and are being offered to clients.

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