www.ravenpack.com
Open in
urlscan Pro
52.44.72.117
Public Scan
Submitted URL: http://app.ravenpack.com/research/sum-vs-mean-event-sentiment-aggregation/%20
Effective URL: https://www.ravenpack.com/research/sum-vs-mean-event-sentiment-aggregation/%20
Submission: On February 01 via api from CH — Scanned from DE
Effective URL: https://www.ravenpack.com/research/sum-vs-mean-event-sentiment-aggregation/%20
Submission: On February 01 via api from CH — Scanned from DE
Form analysis 1 forms found in the DOM
POST
<form id="globalForm" class="globalForm" method="POST">
<div class="modal-dialog">
<div class="modal-content p-3">
<div class="modal-header modal-elements">
<h5 class="modal-title" id="requestModalLabel"><span id="request-type" style="text-transform: capitalize;"></span>
<img src="/static/flat_tick_icon.svg" class="confirm-showable" style="display: none; width:6%">
</h5>
<button type="button" class="btn-close" data-bs-dismiss="modal" aria-label="Close"></button>
</div>
<div class="modal-body modal-elements" id="modal-body">
<!-- Form goes here -->
<div id="confirmText" class="gy-3 confirm-showable" style="display: none; width: 100%; height: auto;">You will soon be able to experience the most advanced NLP engine on the planet.</div>
<div class="mb-3 confirm-hideable">
<div class="row gy-3" id="inputNamesDiv">
<div class="col">
<label for="requestInputFirstName" class="form-label">Full Name</label>
<input type="text" class="form-control" id="requestInputFullName" placeholder="Full Name" aria-label="Full name" name="fullname" required="">
</div>
</div>
</div>
<div class="mb-3 confirm-hideable">
<label for="trialInputEmail" class="form-label">Email Address</label>
<input type="email" class="form-control" id="trialInputEmail" placeholder="yourname@company.com" name="email" required="">
</div>
<div class="mb-3 confirm-hideable hide-on-cta" style="display: none;" id="text-area">
<label for="contactSupportInputMessage" class="form-label">How can we help you?</label>
<textarea rows="5" type="textarea" class="form-control" id="contactSupportInputTextArea" placeholder="Please explain in a few words what you need help for" name="contact_input"></textarea>
</div>
<div class="mb-3 confirm-hideable hide-on-cta" id="optionalInputOrigin" style="display: none;">
<label for="trialInputOrigin" class="form-label">How did you hear about RavenPack?</label>
<select class="form-select" name="origin" id="trialInputOrigin">
<option value="" selected="selected" disabled="disabled">Please select an option... </option>
<option value="LinkedIn">LinkedIn</option>
<option value="Twitter">Twitter</option>
<option value="Email">Email</option>
<option value="Advertisement">Advertisement</option>
<option value="Research Study">Research Study</option>
<option value="Webinar">Webinar</option>
<option value="Podcast">Podcast</option>
<option value="Word of Mouth">Word of Mouth</option>
<option value="Conference/Event">Conference/Event</option>
<option value="Other">Other</option>
</select>
</div>
<div class="mb-2 form-check confirm-hideable">
<input type="checkbox" class="form-check-input" id="termsConditions" name="terms_ok" required="">
<label class="form-check-label" for="termsConditions">I agree to Ravenpack's <a class="gdpr_privacy_link" href="/terms" target="_blank">
Terms & Conditions</a>. </label>
</div>
<div class="mb-3 form-check confirm-hideable" id="subscribeMarketingDiv">
<input type="checkbox" class="form-check-input" id="subscribeMarketing" name="subscribe">
<label class="form-check-label" for="subscribeMarketing">Keep me up to date on new RavenPack products and content through occasional email newsletters.</label>
</div>
<div id="followButtons" class="d-flex justify-content-around align-items-center mt-2">
<div id="followTwitter" class="confirm-showable mt-3" style="display: none;">
<a href="https://twitter.com/ravenpack"><img src="/static/img/graphics/twitter-button.svg" style="height: 30px;"></a>
</div>
<div id="followLinkedIn" class="confirm-showable mt-3" style="display: none;">
<a href="https://www.linkedin.com/company/ravenpack/"><img src="/static/img/graphics/linkedin-button.svg" style="height: 30px;"></a>
</div>
</div>
</div>
<div class="modal-footer modal-elements confirm-hideable">
<button type="submit" class="btn btn-primary col-9 mx-auto">Submit <span class="spinner-border spinner-border-sm" id="spinnerModal" role="status" aria-hidden="true" style="display: none;"></span>
</button>
</div>
<p id="invalidEmailWarningModal" style="display: none; color: red; margin-top: 1rem; margin-left: 20px; margin-right: 20px;">Please use your business email. If you don't have one, please email us at
<a href="mailto:info@ravenpack.com">info@ravenpack.com</a>.</p>
<div id="submitHelpBlock" class="mx-4 mb-4 form-text modal-elements confirm-hideable"> We will process your personal data with the purpose of managing your personal account on RavenPack and offering our services. You can exercise your rights of
access, rectification, erasure, restriction of processing, data portability and objection by emailing us at <a class="gdpr_privacy_link" href="mailto:privacy@ravenpack.com">privacy@ravenpack.com</a>. For more information, you can check out
our <a class="gdpr_privacy_link" target="_blank" href="/privacy">
Privacy Policy</a>. </div>
</div>
</div>
<input name="token" type="hidden" value="a2c6ac7f310f18eb9e30075c1a88cc4542cc8b73faba6df19f84ae9a9d995b53">
<input name="utm_source" type="hidden">
<input name="utm_agid" type="hidden">
<input name="utm_term" type="hidden">
<input name="utm_content" type="hidden">
<input name="utm_medium" type="hidden">
<input name="utm_campaign" type="hidden">
<input name="ip_address" type="hidden">
<input name="city" type="hidden">
<input name="region" type="hidden">
<input name="country" type="hidden">
<input name="is_vpn" type="hidden">
<input name="request_type" type="hidden">
<input name="request_title" type="hidden">
<input name="request_id" type="hidden">
<input name="window_href" type="hidden">
<input name="captcha_token" id="captcha_token" type="hidden">
</form>Text Content
Solutions
* Alpha Generation
BY ASSET CLASS
* Equities
* Fixed Income
* FX
* Commodities
* Crypto
THEMATIC INVESTING
* Earnings Intelligence
* Job Intelligence
* Risk & Compliance
* Supply Chain Risk
* Competitive analysis
* Know your Clients
* ESG Screening
* Research
* Wharton WRDS
* Coronavirus Media Monitor
Products
* RavenPack Edge
* News Analytics
* Job Analytics
* Regulatory Filings
* Transcripts
* Earnings Dates
* Insider Transactions
Insights Technology Support Company
* About RavenPack
* Mission
* Our Story
* Leadership
* Investors
* News
* Partners
* Sustainability
* Overview
* Diversity & Inclusiveness
* Advocacy
* Working at RavenPack
* Culture
* Offices
* Meet some RavenPackers
* Careers
* Meet with Us
* Events
Login Request Trial
THIS PAGE IS NOT AVAILABLE
...SO THIS IS OUR 404 PAGE
LET'S HELP YOU FIND WHAT YOU'RE LOOKING FOR
Our website gathers insights and information on RavenPack's products and how to
best use our data. You may be interested in some of our insights below.
Still not finding what you are looking for? Contact us for more information
using the green icon at the bottom right of your screen.
MORE INSIGHTS
READ MORE
JANUARY 17, 2023
10 TAKEAWAYS FROM 2022 TO BUILD RESILIENT STRATEGIES IN 2023
Stay ahead of inflation and recession. Find new ways to capture more alpha in
2023’s turbulent market. As we begin a new chapter, it is worth looking back to
what we learned over the past 12 months. This report compiles 10 data-driven
insights from 2022 that better position you for the challenges of the new year.
JANUARY 12, 2023
THE INDEX THAT TRACKS LAYOFFS BY US COMPANIES
We created a Layoff Index that tracks redunancies announced by US companies
across various industries. This index provides a comprehensive picture of the
state of the job market and enables the detailed analysis of trends. This
information can be used by investors and analysts to detect patterns and capture
additional opportunities.
SEPTEMBER 27, 2022
THEMATIC BOOSTING OF INVESTMENT STRATEGIES USING LANGUAGE AI
In this presentation, Peter Hafez, RavenPack’s Chief Data Scientist, shows how
RavenPack Event Taxonomy can be leveraged to create three thematic signals:
Earnings Intelligence, ESG Controversy, and Economic Activity.
SEPTEMBER 27, 2022
THE EVOLUTION TOWARDS CLOUD NATIVE RISK COMPUTING
In this presentation, Richard Nicholson, AWS Principal Solution Architect FSI BD
introduced the AWS HTC initiative – a configurable cloud native blueprint
platform.
SEPTEMBER 27, 2022
HOW NOVELTY AND NARRATIVES DRIVE THE STOCK MARKET: BLACK SWANS, ANIMAL SPIRITS,
AND SCAPEGOATS
In this session, Nicolas Mangee, Professor of Finance at Georgia Southern
University, describes the key findings of a comprehensive investigation of
unscheduled events using big data textual analysis of financial news.
SEPTEMBER 27, 2022
FIRESIDE CHAT: GOING FURTHER WITH JOB DATA
During a fireside chat at the 2022 RavenPack Research Symposium, Armando
Gonzalez, RavenPack´s CEO & Co-Founder and Toby Dayton, LinkUp’s CEO, share how
RavenPack applied its NLP engine to the LinkUp Data to unlock the value of
unstructured text from millions of job descriptions.
SEPTEMBER 27, 2022
ESG: HOW TO ENHANCE OUR UNDERSTANDING OF INVESTMENT IMPACT?
In this panel discussion, speakers from Dow Jones, Capital Fund Management and
RavenPack highlighted the growing role of data-driven processes to achieve scale
and efficiency across ESG applications.
SEPTEMBER 27, 2022
ENHANCING MACROECONOMIC FORECASTING USING SENTIMENT ANALYTICS
In this presentation, Paolo Andreini, Senior Data Scientist at RavenPack,
introduced a macroeconomic nowcasting model,based on RavenPack EDGE, that can
help predict real-time economic activity.
SEPTEMBER 27, 2022
DRAWING VALUE FROM JOB INTELLIGENCE
In this presentation, Aakarsh Ramchandani, RavenPack´s Chief Strategy Officer,
introduced our newly released Job Analytics dataset, sourced from over 200
million job postings, in partnership with LinkUp.
SEPTEMBER 27, 2022
RAVENPACK SYMPOSIUM 2022 VIDEO | LANGUAGE AI: THE AGE OF DISRUPTION
Watch the video recording of Language AI: The Age of Disruption - the keynote
presentation of RavenPack´s CEO and Co-founder at the 2022 Research Symposium
and learn how new language models are poised to become the next big tech
disruption.
NOVEMBER 21, 2022
MAKE MORE INFORMED INVESTMENT DECISIONS WITH WORKFORCE INTELLIGENCE
How can workforce intelligence generate more alpha? Ravenpack shares the key
findings of our research on Informa Connect.
NOVEMBER 16, 2022
ESG CONTROVERSY CASE STUDY: SPLUNK: SECURITIES FRAUD AND CLASS ACTION LAWSUIT
In late 2020, Splunk Inc was the target of an investor-led lawsuit alleging
securities fraud. Following the scandal, the company's value dropped
significantly. Our news-based ESG Controversy Scoring Framework captured the
different dimensions of this scandal.
NOVEMBER 8, 2022
RAVENPACK RESEARCH SYMPOSIUM 2022 - KEY TAKEAWAYS
This year's RavenPack Research Symposium brought two intense days of knowledge
sharing in London and New York, from 25 top experts in natural language
processing, quantitative investing and machine learning. Together, we explored
how firms can leverage new language models to generate alpha, better manage risk
and respond to calls for more sustainable investment practices.
SEPTEMBER 9, 2022
ESG CONTROVERSY CASE STUDY: WIRECARD: A STORY OF ACCOUNTING MALPRACTICE
Wirecard AG is a payment processing company that filed for insolvency in June
2020 after revelations of accounting manipulation amounting to €1.9 billion. The
RavenPack Controversy Scoring Framework helps identify news mentions about
ongoing controversies, augmenting your investment analysis.
JULY 15, 2022
ESG CONTROVERSY CASE STUDY: BOEING:THE 737-MAX MCAS SCANDAL
Two Boeing 737-MAX aircraft crashed in 2018 and 2019. Investigations revealed
that the fatalities were caused by the Boeing-developed MCAS and a lack of pilot
training.
JULY 5, 2022
ESG CONTROVERSY CASE STUDY: VOLKSWAGEN
The September 2015 dieselgate scandal has cost Volkswagen AG more than $34
billion in fines and settlements. The various dimensions of this scandal were
captured by our news-based ESG Controversy Scoring Framework.
JUNE 22, 2022
ESG CONTROVERSY CASE STUDY: BP THE GULF OF MEXICO OIL SPILL
Our news-based ESG Controversy Scoring Framework captured the different
dimensions of the 2010 environmental scandal for BP, as well as other subsequent
events, like an industrial fire at a BP refinery in 2012.
MAY 23, 2022
ESG CONTROVERSY CASE STUDY: ACTIVISION BLIZZARD
Last summer, Activision Blizzard was accused of covering up allegations of
workplace abuse, harassment, and discrimination, which led to employee walkouts
and protests. Our ESG Controversy Scoring Framework detected it.
APRIL 5, 2022
ESG CONTROVERSY DETECTION
MARCH 2022
Tracking the ESG events surrounding companies, products or individuals
associated to your brand, portfolio or supply chain can help you manage
corporate and investment risk.
MARCH 16, 2022
RAVENPACK LISTED AS “TOP 100 NEXT UNICORNS” 2022
Viva Technology, the biggest startup and tech event in Europe, publishes its
2022 "Top 100 Next Unicorns", its annual list of the 100 most promising
scale-ups in Europe.
MARCH 11, 2022
ESG CONTROVERSY DETECTION FEBRUARY 2022
Tracking the ESG events surrounding companies, products or individuals
associated to your brand, portfolio or supply chain can help you manage
corporate and investment risk.
MARCH 7, 2022
MEASURING THE EMOTIONS THAT LED TO RUSSIA’S INVASION OF UKRAINE
RavenPack has identified the emotional rollercoaster and turning points leading
up to Russia’s decision to invade Ukraine.
MARCH 3, 2022
CREDIT SUISSE REACHES $1BN MILESTONE WORKING WITH RAVENPACK
Credit Suisse trades more than USD 1 billion in derivatives linked to the Credit
Suisse RavenPack Artificial Intelligence Index
FEBRUARY 21, 2022
RAVENPACK WINS ALTERNATIVE DATA VENDOR OF THE YEAR AWARD
The Risk Awards are the longest-running and most prestigious awards for firms
and individuals involved in risk transfer markets and in risk management.
FEBRUARY 17, 2022
ESG CONTROVERSY DETECTION JANUARY 2022
Tracking the ESG events surrounding companies, products or individuals
associated to your brand, portfolio or supply chain can help you manage
corporate and investment risk, and get ahead of the curve.
DECEMBER 20, 2021
ESG CONTROVERSY DETECTION NOV/DEC 2021
Tracking the ESG events surrounding companies, products or individuals
associated to your brand, portfolio or supply chain can help you manage
corporate and investment risk, and get ahead of the curve.
SEPTEMBER 22, 2021
RAVENPACK LAUNCHES NEW MULTILINGUAL ARTIFICIAL INTELLIGENCE (AI) PLATFORM TO
MONITOR RISKS GLOBALLY
RavenPack announces the release of RavenPack Edge, a new AI platform that
collects, reads, and analyzes billions of documents to help businesses better
monitor and mitigate emerging risks.
MAY 12, 2021
ANTICIPATING THE NEXT NFP SURPRISE? MIND THE SENTIMENT!
Could news sentiment have helped us see the negative NFP surprise coming and is
it something we should be adding to our NFP checklist going forward?
APRIL 15, 2021
NEWS ANALYTICS DATA CAN HELP FOREWARN OF MARKET RISKS
Traditionally used by hedge funds to drive alpha-generating strategies, news
analytics data also has applications for assessing financial market risks, as
the deep dive into the research below shows.
APRIL 06, 2021
WATCH: FOCUS ON ESG INVESTING
We dive into how ESG investors are using news and sentiment data to generate
alpha and mitigate risks.
APRIL 05, 2021
WATCH: UNDERSTANDING RISK THROUGH THE DATA MOSAIC
Presented by Peter Hafez at AI and Data Science in Trading Virtual Event 2021
MARCH 12, 2021
BRIDGING THE QUANTAMENTAL DIVIDE: APPLICATIONS IN 2020 AND 2021
Quantamental investing is an increasingly popular hybrid approach that combines
scientific rigor with discretionary verve. How did the approach prove useful in
2020 and how might it be applied to market themes in 2021?
FEBRUARY 18, 2021
NEWS SENTIMENT: THE LATEST PATHWAY TO TRACK AND TRADE AROUND ESG
Take advantage of news analytics to enhance ESG investing, from monitoring the
performance of companies to building alpha-generating trading strategies.
FEBRUARY 18, 2021
A NEWS SENTIMENT ANALYSIS OF THE ITALIAN SOVEREIGN DEBT MARKET IN 2021
Research shows news analytics can provide an added dimension to sovereign debt
analysis - what can it tell us about the impact on markets of the most recent
crisis in the Camera?
DECEMBER 18, 2020
10 THINGS WE LEARNED FROM NEWS ANALYTICS IN 2020
Summary of 10 of the most interesting data insights we drew from news analytics
and sentiment data in 2020.
DECEMBER 01, 2020
PROFILE OF A SENTIMENT TRADER
RavenPack data is used in an increasing number of academic fields for research
work that involves quantifying market sentiment.
OCTOBER 13, 2020
TRADING SMALL-CAPS COMES WITH RISK AND REWARDS
Trading Small-Caps Comes With Risks and Rewards, Could News-Based Strategies be
the Ideal Solution?
OCTOBER 06, 2020
NEW RAVENPACK EARNINGS DATE DATASET POWERED BY WALL STREET HORIZON PROVIDES
INSTITUTIONAL INVESTORS WITH ALPHA BOOST
Calendar earnings changes and news sentiment shows evidence of alpha generation,
according to RavenPack’s new data science study
SEPTEMBER 24, 2020
THE MOST CORONAVIRUS-SENSITIVE STOCKS FROM 12 SECTORS, 25% OF ALL NEWS ABOUT THE
PANDEMIC, LOCKDOWN TALK RISES
In this update, we ask what are the stocks most heavily impacted by media hype
about the Coronavirus?
JULY 20, 2020
HOW WOULD NEWS SENTIMENT STRATEGIES HAVE PERFORMED DURING THE CORONA CRISIS
COMPARED TO BROKER RESEARCH?
A recent study ranked over 150 brokers according to how profitable their
research recommendations would have been during COVID - and they included
signals based on RavenPack data.
JUNE 29, 2020
MACHINE LEARNING @ RAVENPACK: IMPROVING SENTIMENT MODELS WITH BETTER INPUTS
At RavenPack we are developing our next-gen platform and we are publishing some
of our research findings with the NLP community at large. You can read our
latest research below, and take a 2-minute survey to get involved in our BETA
program.
JUNE 23, 2020
HEADLINES THAT DAMAGE REPUTATIONS AND HOW TO TRADE THEM
Market overreactions following bad news headlines are usually temporary and can
provide the basis for a profitable contrarian trading strategy.
JUNE 22, 2020
RAVENPACK LAUNCHES INSIDER TRANSACTIONS DATA SOLUTION INCLUDING SENTIMENT
ANALYSIS
Transactions made by company insiders can provide a clue to approaching
fundamental developments that will impact on share prices and in combination
with news sentiment can provide a powerful new source of alpha.
JUNE 17, 2020
SECOND WAVE FEARS AND THE JUNE 11TH MARKET SELL-OFF
What caused the recent market meltdown? The media has argued that the
Coronavirus “second wave” fears are most responsible for the drawdown (hardest
hit on June 11th).
APRIL 13, 2020
QUANTIFYING THE FEAR OF A GLOBAL PANDEMIC
A recent paper by Wolfe Research reveals how high-impact developments around
volatile events, such as the coronavirus pandemic, can be quantified
systematically using sentiment data, and applied in financial market
forecasting.
MARCH 23, 2020
THE RISE OF THE BIOPHARMA STOCK MARKET: A RACE FOR A CORONAVIRUS VACCINE
Biopharma has provided one of the few defensive sectors during the coronavirus
rout and our news sentiment data can help investors make the most of it.
MARCH 11, 2020
HOW TO SELECT THE RIGHT ALTERNATIVE DATASETS
It used to be the case that hedge fund managers would actively seek out novel
alternative datasets to provide them with an edge, but now, following
exponential growth in the sector, and a mushrooming of available datasets, they
are faced with the opposite problem: how to make the right choice from so many
options
MARCH 10, 2020
HOW TRADERS ARE USING FOREX SENTIMENT TO GAIN AN EDGE
Advances in technology now mean computers can rapidly scan vast quantities of
online news quicker than the blink of an eye. Their subtle artificial
intelligence and language processing capabilities also make it possible for them
to distinguish authorial viewpoints and measure Forex ‘sentiment’.
MARCH 02, 2020
EX CREDIT SUISSE TRADER Q&A: RAVENPACK’S SUPERIOR CLIENT HANDLING WON ME OVER
Fixed-income traders are increasingly turning to alternative data as markets
enter challenging times, and RavenPack stands out amongst vendors for its
superior client handling, says one former investor.
FEBRUARY 25, 2020
REVIEW: JACK SCHWAGER’S MARKET WIZARDS FROM AN ALTERNATIVE DATA PERSPECTIVE
Jack Schwager’s interviews with top traders highlights their decision-making
processes - but how could RavenPack data have added value, if any?
FEBRUARY 21, 2020
HOW NLP CAN DISTIL VALUE FROM BUSINESSES’ OWN INTERNAL DATA
In romantic comedies it’s not uncommon for the main character to realize their
best friend - out of familiarity overlooked - is actually the one they’ve been
looking for all along... The point is that it is often easy to overlook the
value of what is sitting right in front of you.
FEBRUARY 03, 2020
A NOVEL APPROACH TO ASSESSING MUNICIPAL BOND RETURNS USING BIG DATA
In a recent study of the U.S. muni-bond market, Professor Stephanie F. Cheng at
Tulane University takes an interesting and novel approach to applying RavenPack
news sentiment and event data.
JANUARY 28, 2020
HOW BIG DATA CAN ENHANCE COMMODITY TRADING STRATEGIES IN 2020
2020 promises to be a volatile year for commodities but the good news is that
RavenPack data can help traders navigate any potential troubled waters.
JANUARY 17, 2020
STRUGGLING ASSET MANAGER’S INCREASINGLY RESORT TO ALTERNATIVE DATA
A mix of increased competition and sustained stock market growth is forcing
active asset managers to seek out more innovative sources of alpha.
JANUARY 13, 2020
10 WAYS NEWS SENTIMENT IS PROVIDING VALUE TO INVESTORS - BEST OF 2019
In the last year, both our own and independent research continues to make a
strong case for RavenPack news sentiment data adding substantial value to
investment decision-making.
NOVEMBER 27, 2019
RAVENPACK LEADING ALTERNATIVE DATA VENDOR AS CHOSEN BY INVESTORS
Institutional investors earmarked RavenPack as the data vendor they would most
likely use in the future, according to a survey by MachineByte, a platform
dedicated to spreading the word about alternative data in finance.
OCTOBER 11, 2019
VIDEO: HOW MUCH IS YOUR PERSONAL DATA WORTH?
Our panelists discuss how governments and corporations harvest and use personal
data, and how they profit from it.
OCTOBER 11, 2019
THE COMING POLITICAL FIGHT OVER PERSONAL INFORMATION AND WHO OWNS THOSE DATA
Robert explores the emerging question of whether the data are people’s personal
property and examines the responses to the new business model based on
monetizing people’s personal information. Watch the highlights and request
access to the full video and slides.
OCTOBER 10, 2019
VIDEO: HOW TO USE SENTIMENT BASED ALTERNATIVE DATA TO ENHANCE A LEVERAGED BUYOUT
MODEL
Milind introduces a Quantamental investing model and synopsizes a sentiment
signal, derived from alternative data. Watch the highlights of this
presentation, you can also request access to the full video and slides.
OCTOBER 10, 2019
VIDEO: WHY NATURAL LANGUAGE PROCESSING IS THE CROWN JEWEL OF A.I.
Natural language processing (NLP) is a key area of research in Artificial
Intelligence (AI) that helps computers understand, interpret and manipulate
human language. Watch the full video.
OCTOBER 10, 2019
VIDEO: MACHINE LEARNING-BASED TRANSACTION COST ANALYSIS IN ALGORITHMIC TRADING
Swagato formulates a methodology using machine learning to sift through troves
of order execution data to identify key drivers of algorithm performance.
OCTOBER 10, 2019
VIDEO: HOW AN ASSET MANAGEMENT FIRM IS UNLOCKING ALPHA FROM THEIR OWN EMAILS,
MESSAGES AND FILES
Peter presents a real case study showcasing how a fundamental asset management
firm is leveraging RavenPack technology to transform their own emails, messages,
and files into trading signals to create alpha-generating strategies. Watch the
highlights of this presentation, you can also request access to the full video
and slides.
OCTOBER 10, 2019
VIDEO: WHAT IT REALLY TAKES TO TEASE OUT ALPHA FROM BIG DATA
In this panel, speakers discuss how financial institutions are going about
monetizing non-traditional big data sources to generate both investment and
operational alpha. Watch the full video.
OCTOBER 09, 2019
VIDEO: THE USES AND MISUSES OF MACHINE LEARNING IN FINANCE
Dr. Simonian addresses the types of questions that asset owners should be asking
when speaking to managers who claim to use machine learning in their investment
process.
OCTOBER 09, 2019
VIDEO: INDEPENDENT COMPONENTS FOR NATURAL LANGUAGE PROCESSING
Gordon explains how to use Independent Component Analysis to reveal latent
factors hidden within news sentiment, and how to use latent factor analysis to
make predictions. Watch the highlights of this presentation, you can also
request access to the full video and slides.
SEPTEMBER 10, 2019
RAVENPACK AUTOMATES THE DETECTION OF KEY RELATIONSHIPS ACROSS THE SUPPLY CHAIN
AND COMPETITIVE LANDSCAPE
RavenPack today announced a new service that automates finding relationships
between securities and market-moving events
MAY 30, 2019
VIDEO: TAKING CONTROL OF YOUR DATA
Panelists discuss how governments and corporations go about harvesting
information about you, what they do with it, who they provide it to, whether it
is right or wrong and even how much money is being made from your personal data.
Watch the highlights below, you can request access to slides and the full video.
MAY 30, 2019
VIDEO: WHY PRIVACY MATTERS - ETHICALLY AND COMMERCIALLY
Lately the question of privacy has taken on a whole new significance: namely,
the economic imperative for data managers and companies to balance the
commercial benefits of exploiting personal data with the commercial loss of
developing a reputation as an unreliable guardian of users' privacy. Watch the
highlights below, you can request access to the full video.
MAY 30, 2019
VIDEO: “NEW MONEY” AND THE FUTURE OF THE DATA-DRIVEN ECONOMY
Panelists talked about the implications of living in a data-driven economy,
dominated by those who have access to data and artificial intelligence, and how
this paradigm shift will affect the future of business and finance. Watch the
highlights below, you can request access to the full video.
MAY 30, 2019
VIDEO: WHY MONEY DOESN’T GROW ON TREES FOR INVESTORS
Panelists discuss how financial institutions are going about monetizing big data
sources and touch on some of the difficulties and challenges faced by the
industry in generating real monetary returns from these efforts. Watch the
highlights below, you can request access to the full video.
MAY 30, 2019
VIDEO: DISPELLING MYTHS ABOUT MACHINE LEARNING FOR SYSTEMATIC INVESTING
Tony reviews some of the main misperceptions and wrong assumptions about
applications of Machine Learning in systematic investments. Watch the highlights
below, you can request access to slides and the full video.
MAY 30, 2019
VIDEO: HOW TO MAKE A BILLION DOLLARS THROUGH CYBERCRIME
Computer security expert Graham Cluley offers practical insight on how financial
firms are being targeted, and shines some light on a mysterious and elusive
global crime ring. Watch the highlights below, you can request access to slides
and the full video.
MAY 30, 2019
VIDEO: GETTING THE MOST OUT OF ALTERNATIVE DATA - A SYSTEMATIC VIEW
Chris discusses how alternative data can be integrated into a systematic
investment process and give an overview of some of the techniques that Cantab
uses to enhance the value that alternative data can contribute to a portfolio.
Watch the highlights below, you can request access to slides and the full video.
MARCH 19, 2019
RAVENPACK LAUNCHES NEW PORTFOLIO SENTIMENT RANKING TOOL
RavenPack announced today the launch of a new portfolio ranking tool based on
sentiment factors. The new tool provides on-demand ranking of more than 50,000
companies to help financial professionals build stronger portfolios.
JANUARY 14, 2019
HOW TOP INVESTMENT BANKS USE NEWS SENTIMENT DATA
With the emergence of alternative data, the alpha-landscape is currently getting
seriously disrupted. The winners will be the firms that understand how to
embrace and take advantage of all of the new opportunities arising from data
abundance.
NOVEMBER 28, 2018
AI AND DATA SCIENCE IN TRADING INTERVIEW PETER HAFEZ, RAVENPACK'S LEADING ALT
DATA AND AI SPECIALIST
Since joining RavenPack in 2008, Peter Hafez has been a pioneer in the field of
applied news analytics, bringing alternative data insights to the world’s top
banks and hedge funds.
NOVEMBER 28, 2018
AI & DATA SCIENCE IN TRADING INTERVIEW ARMANDO GONZALEZ, RAVENPACK'S EXPERT IN
APPLIED BIG DATA & AI TECHNOLOGIES
Armando is an expert in applied big data and artificial intelligence
technologies. Here he answers our questions on the prospects for the alt data
market and RavenPack’s latest innovations.
OCTOBER 22, 2018
RAVENPACK DEBUTS ANALYTICS SEARCH, A SMART SEARCH TOOL FOR THE DATA-DRIVEN
INVESTOR
RavenPack, the leading provider of big data analytics to financial institutions,
today launched for its customers a new tool that allows users to search across
20 years of news, social media, and other textual content and generate insights
for investing and trading, risk management and compliance.
OCTOBER 09, 2018
GENERATION AI - THE NEW DATA-DRIVEN INVESTOR: EVENT TAKEAWAYS, SLIDES & VIDEOS
Recently, RavenPack hosted its 7th Annual Research Symposium in New York titled
“Generation AI: The New data-driven Investor”.
OCTOBER 09, 2018
BIG DATA AND MACHINE LEARNING IN INVESTING: CURRENT MISCONCEPTIONS AND THE PATH
AHEAD
View an extract of this session held at the Generation AI: The New data-Driven
Investor event in September 2018.You can also access the full video.
OCTOBER 08, 2018
THE NEURAL NETWORKS SURVIVAL KIT FOR QUANTS
View an extract of this session held at the Generation AI: The New data-Driven
Investor event in September 2018.You can also access the full video and slides.
OCTOBER 08, 2018
IS BIG DATA A BIG OPPORTUNITY - OR A BIG PROBLEM?
View an extract of this session held at the Generation AI: The New data-Driven
Investor event in September 2018.You can also access the full video and slides.
OCTOBER 08, 2018
VIDEO: BIG DATA, BIG IMPACT: HOW DATA IS RESHAPING FINANCE
In this panel, we discuss how financial institutions can ensure that the
potential of Big Data is actually realized by: 1) leveraging the breadth,
volume, and timeliness of available data; 2) developing machine intelligence
that is continuously learning and improving; and 3) understanding the economics
that make a data strategy work. Watch the highlights below, you can request
access to the full video.
JUNE 13, 2018
NEW AWARD: RAVENPACK WINS FOR BEST MACHINE-READABLE NEWS SERVICE
And yet another award in 2018 for RavenPack, this time as a recognition on our
Machine-Readable News.
MAY 29, 2018
TEXT ANALYTICS: HOW IT SERVES THE FINANCIAL SECTOR
Text analytics has become an increasingly sought after tool in the financial
sector. With more than 80 percent of textual data in an unstructured form, it is
now turned into valuable data-driven analytics.
MAY 24, 2018
THE BIG DATA & MACHINE LEARNING REVOLUTION: EVENT TAKEAWAYS, SLIDES & VIDEOS
Due to popular demand, RavenPack recently brought its Annual Research Symposium
back to London, titled “The Big Data & Machine Learning Revolution”. Here are my
personal takeaways from the event. I also linked to each individual
presentation.
MAY 22, 2018
WHAT IS REAL AND WHAT IS MARKETING HYPE IN AI AND BIG DATA?
View an extract of this session held at the London Big Data and Machine Learning
Revolution event in April 2018.You can also access the full video and slides.
MAY 22, 2018
QUANT TRADING 101
Session held at the London Big Data and Machine Learning Revolution event in
April 2018.You can also access the full slides (video pending compliance
approval).
MAY 22, 2018
NEXT STEPS IN MACHINE LEARNING FOR FINANCE
View an extract of this session held at the London Big Data and Machine Learning
Revolution event in April 2018.You can also access the full video and slides.
MAY 22, 2018
MACHINE INTELLIGENCE IN CAPITAL MARKETS - PANEL
View an extract of this session held at the London Big Data and Machine Learning
Revolution event in April 2018. You can also access the full video.
MAY 22, 2018
LESSONS FROM FACEBOOK FOR THE ALTERNATIVE DATA INDUSTRY
View an extract of this session held at the London Big Data and Machine Learning
Revolution event in April 2018.You can also access the full video and slides.
MAY 22, 2018
MARKET-MOVING EVENT DETECTION: LATEST INNOVATIONS
View an extract of this session held at the London Big Data and Machine Learning
Revolution event in April 2018.You can also access the full video and slides.
MAY 22, 2018
EQUITY PORTFOLIOS WITH MACHINE LEARNING & ALTERNATIVE DATA
View an extract of this session held at the London Big Data and Machine Learning
Revolution event in April 2018.You can also access the full video and slides.
MAY 22, 2018
THE STRATEGIC IMPORTANCE OF DATA SCIENCE IN DISCRETIONARY INVESTING
View an extract of this session held at the London Big Data and Machine Learning
Revolution event in April 2018.You can also access the full video and slides.
MAY 22, 2018
HOW TO AVOID THE ALTERNATIVE DATA PITFALLS? (PANEL)
This panel addresses what key areas financial institutions should have in mind
when looking at alternative data to avoid wasting resources on alternative
datasets doomed not to provide value.
MAY 21, 2018
FINANCIAL MARKET CONTEXT WITH ALTERNATIVE DATA & MACHINE INTELLIGENCE
View an extract of this session held at the London Big Data and Machine Learning
Revolution event in April 2018. You can also access the full video and slides.
MARCH 20, 2018
5 SIGNS THE FINANCIAL SECTOR HAS ENTERED A BIG DATA AND MACHINE LEARNING
REVOLUTION
Armando Gonzalez, RavenPack CEO, discusses the 5 key signs that the financial
sector has entered a big data and machine learning revolution. Watch this short
video from his presentation and read more insights below.
FEBRUARY 22, 2018
10 TIPS TO AVOID AN ALTERNATIVE DATA HANGOVER
This year’s Battlefin Discovery Day 2018 was held in Miami where global industry
leaders shared their extensive knowledge on alternative data to an audience of
banks, hedge funds and asset managers.
OCTOBER 27, 2017
THE BIG DATA & MACHINE LEARNING REVOLUTION: EVENT TAKE-AWAYS, SLIDES & VIDEOS
Recently, RavenPack hosted its 5th Annual Research Symposium in New York titled
“The Big Data & Machine Learning Revolution”. Here are my personal take-aways.
OCTOBER 26, 2017
CREDIT SUISSE TO LAUNCH THE CREDIT SUISSE RAVENPACK ARTIFICIAL INTELLIGENCE
SENTIMENT (AIS) INDEX
This milestone collaboration with Credit Suisse shows the increased value our
news analytics can provide to equity investors.
SEPTEMBER 21, 2017
THE GAME HAS CHANGED: THE TRADITIONAL QUANT IS A DYING RACE
Peter Hafez speaking to a class of Financial Engineering students at Columbia
University
SEPTEMBER 21, 2017
PANEL: PREPARE YOUR ORGANIZATION FOR THE BIG DATA REVOLUTION
How do you prepare your organization for the big data revolution? Are you part
of the change or will your firm be overthrown by the new world order?
SEPTEMBER 20, 2017
RAVENPACK OPENS ITS BIG DATA ANALYTICS PLATFORM TO FUNDAMENTAL INVESTORS
New enhancements and functionality empowers wider investment community to
construct trading signals from big data
SEPTEMBER 19, 2017
FROM SIGNALS TO RETURNS: DIFFERENT MODELING CHOICES
Miquel explores the most common approaches and introduces a new framework to
address the portfolio allocation problem in the different signal-factor-security
spaces.
SEPTEMBER 19, 2017
THE NEW AGE OF DATA-DRIVEN FINANCE
James discusses recent work that leverages large-scale employment data to better
understand firm performance, evolution, and labor markets.
SEPTEMBER 19, 2017
LEAN INTELLIGENCE: THE RISE OF THE INDUSTRIAL REVOLUTION IN INVESTMENT RESEARCH
Ichihan's findings should provide lean thinking in trading/investment R&D
processes for both quantitative and fundamental managers.
SEPTEMBER 19, 2017
BUILD YOUR OWN SIGNALS: A LANGUAGE FOR DESCRIBING SENTIMENT INDICATORS
What if you could develop new signals on demand, in a matter of minutes?
SEPTEMBER 19, 2017
INTRODUCTION TO THE BIG DATA & MACHINE LEARNING REVOLUTION
Armando shows why we are experiencing a Big Data and Machine Learning
Revolution.
SEPTEMBER 19, 2017
AI: LONG RUN THREAT OR OPPORTUNITY – WHAT MIGHT THE FUTURE BRING?
Over thirty years of the growth death and rebirth of AI, key themes have emerged
that tell us a lot about the future.
SEPTEMBER 11, 2017
GLOBAL MARKETS IN FOCUS AS HURRICANE IRMA BEARS DOWN
News of Hurricane Irma has been all over the airwaves as the most intense
Atlantic hurricane in over a decade blasts its way through the northern
Caribbean and onto the United States.
JULY 20, 2017
BIG DATA HIGHLIGHTS STOCKS TO WATCH THIS EARNINGS SEASON
Earnings season is now well underway in the US and so far investors like what
they see, if market reaction and sentiment metrics are anything to go by.
JULY 17, 2017
AMAZON VS. ALPHABET: TWO DISRUPTIVE COMPANIES WITH DIFFERENT PATHS TO SUCCESS
How to Use Sentiment Analysis for Security Selection
JULY 11, 2017
HOW TO USE NATURAL LANGUAGE PROCESSING IN QUANT INVESTING
In the face of an ever-increasing amount of financial news, investors need the
right tools to cut through the noise to uncover the signal behind the latest
move in the markets.
JUNE 27, 2017
HOW TO SUCCEED IN QUANT INVESTING WITH BIG DATA ANALYTICS
At the recent “Battle of the Quants” event, which took place at the Union Club
in New York, I was fortunate enough to give the keynote speech talking about
“Exploiting Alternative Data in the Investment Process”. Given the feedback at
the event, I wanted to share my views more broadly of what I believe is required
to succeed in today’s world of quant investing.
JUNE 26, 2017
INVESTMENT IDEAS: SENTIMENT ANALYSIS OF GLOBAL MACRO & GEOPOLITICAL RISKS
With an improvement in inflation outlook and a corresponding recovery in
macroeconomic sentiment, portfolio managers and investors may contemplate
seizing the opportunity and reconsidering their investment bearing.
JUNE 16, 2017
“POCKETS OF RISK” IN GLOBAL ECONOMY SIGNALED BY ARTIFICIAL INTELLIGENCE &
SENTIMENT ANALYSIS
Artificial intelligence (AI), particularly the use of natural language
processing (NLP) and sentiment analysis on news, continue to be a fertile ground
for global macro investors seeking out new ways to generate alpha.
MAY 31, 2017
VIDEO PRESENTATION OF RAVENPACK SELF-SERVICE DATA AND VISUALIZATION PLATFORM
Full presentation of the RavenPack self-service data and visualization platform
by our CEO, held at RavenPack launch event of our self-service data and
visualization platform, London, May 4th
APRIL 25, 2017
THE NEW RAVENPACK ANALYTICS: EVENT DETECTION ON STEROIDS
The new platform is powered by a new dataset, which takes advantage of our
latest innovations in deep textual analysis, generating a 4.7x increase in the
amount of events detected compared to RavenPack’s previous product. We call the
new dataset: RavenPack Analytics!
MARCH 21, 2017
RAVENPACK SECURES $5M INVESTMENT, DEPLOYS NEW BIG DATA PLATFORM
Secured $5 million backing from Draper Esprit to democratize big data analytics
in finance.
NOVEMBER 28, 2016
DATA HOARDING AND ALTERNATIVE DATA IN FINANCE - HOW TO OVERCOME THE CHALLENGES
What is the alternative data that financial institutions are hoarding, what are
its challenges and opportunities.
OCTOBER 03, 2016
RAVENPACK EXPANDS PREMIUM CONTENT COVERAGE IN BIG DATA ANALYTICS BY PARTNERING
WITH THE FLY
RavenPack, the leading provider of big data analytics to financial institutions
will begin processing content from The Fly, a premium digital publisher of
financial news.
JULY 25, 2016
RAVENPACK PARTNERS WITH ALLIANCE NEWS TO PROVIDE BIG DATA ANALYTICS TO UK
FOCUSED INVESTORS
RavenPack, the leading provider of big data analytics to financial institutions,
is adding an essential source to their analytics platform by partnering with
Alliance News, a real-time newsroom dedicated to the UK market.
JULY 22, 2016
EVENT TAKE-AWAYS, SLIDES & VIDEOS - RESHAPING FINANCE WITH ALTERNATIVE DATA
Recently, RavenPack hosted its 4th Annual Research Symposium in New York titled
“Reshaping Finance with Alternative Data”.
JUNE 16, 2016
VIDEO: CREATING AND USING INFORMATION THROUGH PREDICTIVE ANALYTICS IN FINANCE
A review of key issues in performing predictive analytics on data in a financial
context.
JUNE 16, 2016
VIDEO: NEWS, NETWORKS, AND THE INCORPORATION OF NEW INFORMATION INTO PRICE
In this talk Ned explores what the resulting structural characteristics of such
“ownership networks” mean for the functioning of modern financial markets.
JUNE 16, 2016
MACHINE LEARNING, NEWS ANALYTICS, AND STOCK SELECTION
In this presentation, Yin Luo (Deutsche Bank) finds news sentiment data adds
significant incremental predictive power to his machine learning based global
stock selection models.
JUNE 16, 2016
VIDEO: RESHAPING FINANCE WITH ALTERNATIVE DATA
Our CEO gives an overview of the event and discusses how alternative data sets
can reshape finance.
JUNE 16, 2016
THE FUTURE OF INVESTING IN THE DATA ECONOMY
Michael describes what is the Data Economy and what challenges it creates for
investors. He also details his vision for the future of investing in the data
economy, and highlights lessons from the industrial revolution that can apply to
finance today.
JUNE 16, 2016
VIDEO: EXPLOITING ALTERNATIVE DATA IN THE INVESTMENT PROCESS
The emergence of big data in finance has shifted the alpha focus away from being
faster to being smarter than the competition.
JUNE 16, 2016
PANEL DISCUSSION: DISRUPTING FINANCE: THE IMPACT OF ALTERNATIVE DATA IN
FINANCIAL MARKETS
The panelists describe how using alternative data sets for investing and trading
differs from previous approaches utilizing traditional data.
JUNE 08, 2015
APPLE NEEDS GOOD NEWS FROM WWDC TO MATCH PRICE MOMENTUM
Apple’s Worldwide Developers Conference kicks off in San Francisco Monday and
it’ll be keenly watched by Apple fans and analysts alike for new product
launches and enhancements.
MARCH 24, 2015
VIDEO: HOW TO READ THE NEW AND SOCIAL "HUMAN TICKER"
Howard discusses some of the ways people are mining this stream for insights.
MARCH 09, 2015
APPLE WATCH HYPE HAS NOT LIFTED SENTIMENT
In just an hour, at 5pm GMT Monday, the Apple Spring Forward event kicks off in
San Francisco. The new Apple Watch is expected to be on show.
FEBRUARY 18, 2015
NEWS SENTIMENT NOT AS STRONG AS US EARNINGS SEASON WOULD SUGGEST
US earnings season is drawing to a close it appears over two thirds of companies
that have reported so far have beaten expectations.
FEBRUARY 17, 2015
WAL-MART SENTIMENT SOFT AHEAD OF 4Q EARNINGS
Sentiment toward Wal-Mart, which reports its Q4 earnings before the bell
Thursday, has declined over the quarter, while its share price has seen a $10
move higher.
SEPTEMBER 14, 2014
BITCOIN INVESTING ENHANCED BY MEDIA ATTENTION AND SENTIMENT
Bitcoin investors have had a crazy old ride the last few years, but had they
used media sentiment and attention to condition when to get in and out of the
crypto-currency they would’ve been a lot better off than a buy-and-hold
strategy.
AUGUST 14, 2014
IS SPAIN OUTPERFORMING GERMANY? RAVENPACK SENTIMENT SAYS YES
There’s been a bit in the press recently about the Spanish economy outperforming
Germany.
AUGUST 07, 2014
GLOBAL TENSIONS ON THE RISE IN 2014; SENTIMENT AT LOWEST, EVENTS COUNT HIGHEST
Last weekend my wife remarked how torrid the world appeared to be at the moment.
Indeed, unless you’ve had your head in the sand, you’ll know global tensions
have been on the rise this year.
JUNE 15, 2014
WHICH MEDIA SOURCES REALLY MOVE THE MARKET?
Technically, whoever got the scoop moved the market. So the most scoops wins,
right? Or is it that certain publications move markets regardless of scoops.
MAY 14, 2014
THE CHALLENGES OF SOCIAL MEDIA ANALYTICS
As we expand RavenPack's coverage from regular news sources to social media,
including Twitter.
FEBRUARY 24, 2014
VIDEO: MEASURING REAL-TIME POLITICAL RISK, A CASE STUDY
Ian presents a case study on quantitatively measuring country-level political
risk in real-time.
FEBRUARY 24, 2014
VIDEO: REVISITING THE IMPACT OF PUBLIC INFORMATION ON EQUITY PRICES
Clara has studied the relationship between public news and equity price
movements.
JULY 09, 2009
WHEN DOES NEWS BECOME NOISE?
There are over 100,000 unique English language stories on average about finance
published daily from reputable sources like Dow Jones, Bloomberg, Reuters, and
other newswire services.
Show more
LET DATA DRIVE YOUR DECISIONS
RavenPack is the leading provider of insights and technology for data-driven
companies, including the most successful hedge funds, banks, and asset managers
in the world.
SOLUTIONS
* Alpha Generation
* Risk & Compliance
* Research
PRODUCTS
* News Analytics
* Job Analytics
* Transcripts
* Insider Transactions
* Regulatory Filings
* Earnings Dates
INSIGHTS
TECHNOLOGY
COMPANY
* About RavenPack
* Working at RavenPack
* Sustainability
* Events
CONNECT
SUPPORT
* Contact us
Copyright © 2023 RavenPack
* Cookie Policy
* Privacy Policy
* Terms of Service
RavenPack uses our own and third-party cookies to improve your navigation
experience, analyze users experiences and offer you content of interest. Please
provide your authorization to use this website and permanently remove this
message by clicking on the "Accept Cookies" button. Read more about our Cookie
Policy here.
Accept cookies
You will soon be able to experience the most advanced NLP engine on the planet.
Full Name
Email Address
How can we help you?
How did you hear about RavenPack? Please select an option... LinkedIn Twitter
Email Advertisement Research Study Webinar Podcast Word of Mouth
Conference/Event Other
I agree to Ravenpack's Terms & Conditions.
Keep me up to date on new RavenPack products and content through occasional
email newsletters.
Submit
Please use your business email. If you don't have one, please email us at
info@ravenpack.com.
We will process your personal data with the purpose of managing your personal
account on RavenPack and offering our services. You can exercise your rights of
access, rectification, erasure, restriction of processing, data portability and
objection by emailing us at privacy@ravenpack.com. For more information, you can
check out our Privacy Policy.
What was submitted will appear here