Lead Data Scientist
Company: S&P Global, Inc.
Location: Cambridge
Posted on: June 24, 2022
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Job Description:
MI/Panjiva is a data-driven technology company that uses machine
learning to extract insights from global trade data. This
unstructured data describes the behavior of the many real-world
entities such as companies, products, and ports, that make up
international trade in goods across borders. Our technology and
expertise allow us to extract and link these entities from our
database of billions of individual records. This data feeds the
Panjiva platform, through which we provide powerful search,
analysis, and visualization capabilities to our customers.
Panjiva's data helps power the decisions of our thousands of
clients, including Fortune 500 companies, hedge funds, and
logistics providers, in addition to universities, government
agencies, and NGOs.
The Data Science team builds tools and models that enable the
Panjiva platform. Our data scientists work with highly complex,
often unstructured, multidimensional data from dozens of countries
in many different languages. We use NLP, clustering,
classification, regressions and a host of other algorithms / ML
tools to curate and extract insight from our data. All of this work
directly feeds our site, giving our customers the tools they need
to answer their toughest questions.
Data Science is core to the value Panjiva provides our customers.
As an example, we built a custom text classification model that
better handles rare terms (think Aluminium zirconium
tetrachlorohydrex gly), multiple languages, and misspellings that
traditional language embedding techniques struggle with. This model
allows our customers to search our data by industry standard
product categories, rather than relying on text-based searches.
We are seeking talented data scientists to join our team. Strong
candidates are able to leverage a wide array of machine learning
and statistical techniques and dig deep into our data with an eye
for detail. You'll collaborate with a variety of teams across the
company (analysis, engineering, product, and commercial) in
unlocking value from our data.
As a data scientist at Panjiva, your responsibilities will
include:
Large-scale clustering entity resolution and fuzzy text
matching
Document classification via natural language processing
Imputation of missing values
Anomaly detection, trend prediction, and modeling on the global
supply chain network
Identification and evaluation of novel, complementary data sets
Extracting insights from messy, usually un-labeled, data across
multiple languages
Work and speak with customers to build solutions catered to their
needs
Qualifications
-Thorough understanding of statistical, analytical, and
machine-learning techniques, including deep learning
-Ability to conduct independent and rigorous work from loose
specifications
-Track record of providing valuable insights into large,
multidimensional datasets
-Strong coding skills in a scripting language (Python
preferred)
-Experience performing data analysis, modeling, and generating
visualizations
-Basic understanding of relational databases and SQL
-Strong ability to communicate and visualize findings
-Advanced degree in a quantitative field, or equivalent
experience
Nice-to-Haves:
-Background in NLP and/or entity resolution
-Comfort with software development standard practices, including
version control, unit testing, and code review
-Experience deploying and maintaining models in a production
environment
-Fluency in C++ or Ruby
-Domain knowledge on international economics and trade
S&P Global states that the anticipated base salary range for
this position is $83,200 to $190,100 . Base salary ranges may vary
by geographic location.
In addition to base compensation, this role is eligible for an
annual incentive plan.
This role is eligible to receive additional S&P Global
benefits. For more information on the benefits we provide to our
employees, visit https://www.spgbenefitessentials.com/newhires
.
At S&P Global Market Intelligence, we know that not all
information is important-some of it is vital. Accurate, deep and
insightful. We integrate financial and industry data, research and
news into tools that help track performance, generate alpha,
identify investment ideas, understand competitive and industry
dynamics, perform valuation and assess credit risk. Investment
professionals, government agencies, corporations and universities
globally can gain the intelligence essential to making business and
financial decisions with conviction.
S&P Global Market Intelligence is a division of S&P Global
(NYSE: SPGI), which provides essential intelligence for
individuals, companies and governments to make decisions with
confidence. For more information, visit
www.spglobal.com/marketintelligence .
S&P Global has a Securities Disclosure and Trading Policy ("the
Policy") that seeks to mitigate conflicts of interest by monitoring
and placing restrictions on personal securities holding and
trading. The Policy is designed to promote compliance with global
regulations. In some Divisions, pursuant to the Policy's
requirements, candidates at S&P Global may be asked to disclose
securities holdings. Some roles may include a trading prohibition
and remediation of positions when there is an effective or
potential conflict of interest. Employment at S&P Global is
contingent upon compliance with the Policy.
S&P Global is an equal opportunity employer and all qualified
candidates will receive consideration for employment without regard
to race/ethnicity, color, religion, sex, sexual orientation, gender
identity, national origin, age, disability, marital status,
military veteran status, unemployment status, or any other status
protected by law. Only electronic job submissions will be
considered for employment.
If you need an accommodation during the application process due to
a disability, please send an email to: -
EEO.Compliance@spglobal.com -and your request will be forwarded to
the appropriate person.
The EEO is the Law Poster
http://www.dol.gov/ofccp/regs/compliance/posters/pdf/eeopost.pdf -
describes discrimination protections under federal law.
20 - Professional (EEO-2 Job Categories-United States of America),
IFTECH202.2 - Middle Professional Tier II (EEO Job Group), SWP
Priority - Ratings - (Strategic Workforce Planning)
Job ID: 265190
Posted On: 2022-01-27
Location: Cambridge, Massachusetts, United States
Keywords: S&P Global, Inc., Cambridge , Lead Data Scientist, Other , Cambridge, Massachusetts
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