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Harvard Data Science Review

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uuid02lykmz

Namestring
Harvard Data Science Review
Legal namestring
Massachusetts Institute of Technology
Websiteurl
mit.edu
Company typeenum
Private
Founded yearint
1865
Descriptiontext

Harvard Data Science Review (HDSR) is a non-profit academic publisher founded in 2019 and headquartered in Allston, Massachusetts. The organization publishes open-access articles, research papers, and multimedia content focused on the field of data science, serving a global audience of researchers, practitioners, and educators. It operates with a small editorial team of 1-10 employees and is hosted on the MIT Press digital publishing platform (hdsr.mitpress.mit.edu), positioning it within the institutional ecosystem of one of the leading academic publishers in science and technology.

HDSR's core product is editorial — peer-reviewed open-access content rather than software or technology infrastructure. Its distribution model is built on the MIT Press platform, which provides indexing, DOI assignment, discoverability, and journal infrastructure. The business model is non-commercial in the conventional sense: as a non-profit open-access publisher, HDSR does not rely on subscription paywalls or article processing charges as primary revenue drivers. Instead, it depends on institutional backing, editorial partnerships, and the broader Harvard/MIT academic ecosystem for operational sustainability.

The firm's value proposition centers on providing a high-credibility, open-access venue for data science scholarship, leveraging the reputational equity of the Harvard and MIT Press brands. Its small scale and nonprofit status indicate a mission-driven organization rather than a venture-backed growth entity. Note: a significant portion of the scraped data pertains to MIT's Parking & Transportation operations and is not relevant to HDSR; the above description is grounded in the firmographic record.

Short descriptiontext

Harvard Data Science Review is a non-profit open-access academic publisher founded in 2019 that produces peer-reviewed articles, research, and multimedia content on data science, hosted on the MIT Press platform and serving the global research community.

Operating statusenum
Operating
Ownership categoryenum
Headcount rangeband
1–10
akta.pro rankint
HeadquartersAllston, United States
HQ citystring
Allston
HQ countrystring
United States
HQ regionstring
North America
Markets served

Serves global market

Offices5 records

Each record includes

City, Country, Type, Description, Source

Keyword5 values
academic publishing, open access journal, data science research, scholarly articles, multimedia content
Industry3 codes
1Academic & Scholarly Journals Publishing (Peer-Reviewed)
CodeMPAJABACPrimaryYes
2Social Sciences Scholarly Publishing
CodeEDAGAFADPrimaryNo
3Conference Proceedings & Research Reports Publishing
CodeEDAGAFALPrimaryNo
NAICS code1 code
  • Research and Development in the Social Sciences and Humanities54172
Product category
Academic Publishing
GTM motion1 record

Each record includes

Type, Description, Source

Revenue model2 records
1Parking Fees
TypeSubscription Recurring
Description

MIT generates revenue through daily parking fees ($11/day for employee and student parking), monthly fees ($174/month for off-campus and campus residents), and annual caps on parking costs. Additional revenue comes from visitor passes and scratch cards ($34/day).

web.mit.edu
2Department Vehicle Parking
TypeSubscription Recurring
Description

Annual parking accounts for department-owned vehicles at $2,509/year.

web.mit.edu
Marketing channels6 records

Each record includes

Title, Type, Stage, Description, Source

Distribution channels5 records

Each record includes

Title, Type, Scope, Target buyer, Description, Source

Cost components4 values
Personnel, Operations, Technology or R&D, Others
Pricing details12 tiers
1Employee Daily and Graduate Employee Daily parking
ModelUsage-basedBilling cadencePay-as-you-go
Notes

$11/day with annual cap of $1,995/year

web.mit.edu
2Employee Off-Campus parking
ModelSubscriptionBilling cadenceMonthly
Notes

$174/month with no cap

web.mit.edu
3Emeritus Faculty parking
ModelUsage-basedBilling cadencePay-as-you-go
Notes

$11/day with annual cap of $336/year

web.mit.edu
4Student Commuter parking
ModelUsage-basedBilling cadencePay-as-you-go
Notes

$11/day with annual cap of $1,300/year

web.mit.edu
5Campus Resident parking
ModelSubscriptionBilling cadenceMonthly
Notes

$174/month with no cap

web.mit.edu
6Carpool parking
ModelSubscriptionBilling cadenceMonthly
Notes

$88/month divided by number of people in carpool, no cap

web.mit.edu
7Affiliate parking
ModelUsage-basedBilling cadenceMonthly
Notes

$11/day plus $11/month, no cap

web.mit.edu
8Department Vehicles
ModelSubscriptionBilling cadenceAnnual
Notes

$2,509/year

web.mit.edu
9Visitor passes and scratch cards
ModelUsage-basedBilling cadencePay-as-you-go
Notes

$34/day

web.mit.edu
10MBTA Commuter Rail discount
ModelOtherBilling cadenceMonthly
Notes

50% MBTA discount on June, July, August monthly passes, combined with MIT subsidies results in 75-80% total commuter rail discount

web.mit.edu
11Private Transit Subsidy
ModelOtherBilling cadenceMonthly
Notes

50% reimbursement of monthly commuting cost, up to $255/month

web.mit.edu
12MBTA Station Parking Subsidy
ModelOtherBilling cadenceMonthly
Notes

50% subsidy for parking at MBTA stations, up to $100/month

web.mit.edu
GTM typeB2C
B2C
Offering typeDigital Commerce or Conte…
Digital Commerce or Content
Core offering1 text field

Harvard Data Science Review is an open access academic journal that publishes peer-reviewed scholarly articles, research papers, and multimedia content focused on data science. The journal is hosted by MIT Press and made freely available online to readers, with editorial direction aligned with Harvard's academic mission.

Differentiator
Functional benefit
Problem solved
Product and service3 records
1Harvard Data Science Review (HDSR) Journal
CategoryAcademic Journal
Description

Open access peer-reviewed academic journal publishing scholarly articles and research on data science, intended for researchers, students, and practitioners worldwide.

2HDSR Multimedia Content
CategoryDigital Media
Description

Multimedia materials (such as podcasts and videos) accompanying the journal, expanding access to data science topics in formats beyond traditional articles.

3HDSR Online Platform
CategoryDigital Publishing Platform
Description

Digital publishing platform at hdsr.mitpress.mit.edu hosting journal articles and multimedia content for free public access.

Scale indicator6 records

Each record includes

Type, Value, Description, Source

Partnership6 partners
Strategic tierCoreTypeGTM or Marketing Partner
Description

MIT hosts 12 Zipcars on campus and sponsors Zipcar memberships for staff and students. An MIT-sponsored member pays no application fee, no security deposit, and just a $35.00 annual fee. Zipcars can be used by the hour or day with insurance and gas included.

Strategic tierCoreTypeStrategic or Co-development Partner
Description

MIT partners with MBTA to provide subsidized transit passes for students, faculty, and staff. Benefits-eligible Cambridge campus employees receive free subway and local bus access through Access MIT. MIT also subsidizes 50-70% of commuter rail costs.

Strategic tierMinorTypeStrategic or Co-development Partner
Description

MIT partners with Enterprise to offer vanpool programs. MIT provides a $100/month subsidy per participant and pre-tax payroll deduction benefits for eligible employees.

4Charles River Transportation Management Association (TMA)
Strategic tierCoreTypeStrategic or Co-development Partner
Description

MIT sponsors the Emergency Ride Home program run by Charles River TMA, which reimburses eligible employees for rideshare or taxi costs in case of emergency. The program is available to employees who commute via public transit, carpool, vanpool, bike, or walk at least three days per week.

web.mit.edu
Strategic tierMinorTypeGTM or Marketing Partner
Description

Boston's public bike share program with stations around MIT campus. MIT offers subsidized Bluebikes memberships for students and employees.

6Private Transit Providers (Boston Express Bus, Greyhound, Peter Pan Bus Lines)
Strategic tierMinorTypeChannel Partner/ Reseller/ Distributor
Description

MIT offers reimbursement for employees who use private transit options including Boston Express Bus, Greyhound, and Peter Pan Bus Lines, up to 50% of monthly commuting costs or $255 maximum.

web.mit.edu
Expansion highlight1 record

Each record includes

Type, Description

Peers10 records
1Journal of the Royal Statistical Society Series C
TypeDirect peer
Description

Long-running applied statistics journal publishing peer-reviewed methodology and data analysis papers — overlapping with HDSR's methodological data science remit.

2Harvard Data Science Initiative
TypeDirect peer
Description

The institutional initiative that HDSR is closely affiliated with, producing research, events, and educational content in data science.

TypeEmerging player
Description

Open-access preprint repository widely used by the data science community; represents a distribution channel that competes with peer-reviewed journals for first-release priority.

TypeBroad incumbent
Description

Harvard-affiliated publication with growing data and analytics coverage; shares the Harvard brand authority and reaches overlapping executive and academic audiences.

TypeDirect peer
Description

Open-access peer-reviewed journal covering machine learning and data-related research, with a similar open-access model and cross-disciplinary readership.

TypeDirect peer
Description

Nature's open-access journal dedicated to data science research, directly competing with HDSR for high-impact data science submissions across disciplines.

TypeBroad incumbent
Description

HDSR's publishing partner and a broader publisher of academic journals and books; sets editorial standards and infrastructure that HDSR operates within.

TypeDirect peer
Description

Open-access journal focused on data science applications to policy, sharing HDSR's interdisciplinary orientation and open-access publishing model.

9Scientific Data (Nature)
TypeDirect peer
Description

Peer-reviewed open-access journal for datasets and data descriptors, closely aligned with HDSR's data-centric, open-access mission.

10PLOS ONE
TypeBroad incumbent
Description

Large-scale open-access multidisciplinary journal with significant data science and computational research content; broader in scope but competes for similar open-access submissions.

Market position
Strengths4 records

Each record includes

Headline, Details, Source

Weaknesses4 records

Each record includes

Headline, Details, Source

Competitive moat2 records

Each record includes

Type, Details

Key risks4 records

Each record includes

Headline, Details, Source

Key highlights4 records

Each record includes

Headline, Details, Source

Customer concentration

Classification, Details

Named customers4 records

Each record includes

Name, Industry, Type, Use case, Source, UUID

Segment1 record

Each record includes

Title, Type, Primary, Description, Pain point addressed, Use case, Source

Ideal customer profile2 records

Each record includes

Profile, Firmographic size, Sales motion, Sales cycle length, Buying structure, Purchase trigger, Buyer persona, Geography, Industry vertical, Primary use case, Description, Pain points, Evidence proof points, Target buyer

Technology focused
No
API detail
Has APIbool
No

Docs URL, Description

AI maturity
App detail

Has app

Feature3 records

Each record includes

Title, Differentiator, Description, Source

Core technology
Revenue estimate
Valuation estimate
Number of profiles
Profiles1 record

Each record includes

Name, Designation, Designation category, Overview, Profile commentary, Source

No data
No data
Funding overview

Funding stage, Last funding date, Total funding USD

Funding rounds

Each record includes

Round, Amount USD, Date, Pre money valuation, Total investors, Investors, News

Investors

Each record includes

Name, Type, Date of entry, Rounds participated, Website

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Each record includes

Name, Acquisition type, Announced date, Completed date, Status, Website, News

Investment

Each record includes

Name, Round, Announced date, Lead investor, Website, News

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Harvard Data Science Review

Academic Publishingmit.edu

Harvard Data Science Review is a non-profit open-access academic publisher founded in 2019 that produces peer-reviewed articles, research, and multimedia content on data science, hosted on the MIT Press platform and serving the global research community.

What Harvard Data Science Review does

Harvard Data Science Review (HDSR) is a non-profit academic publisher founded in 2019 and headquartered in Allston, Massachusetts. The organization publishes open-access articles, research papers, and multimedia content focused on the field of data science, serving a global audience of researchers, practitioners, and educators. It operates with a small editorial team of 1-10 employees and is hosted on the MIT Press digital publishing platform (hdsr.mitpress.mit.edu), positioning it within the institutional ecosystem of one of the leading academic publishers in science and technology.

HDSR's core product is editorial — peer-reviewed open-access content rather than software or technology infrastructure. Its distribution model is built on the MIT Press platform, which provides indexing, DOI assignment, discoverability, and journal infrastructure. The business model is non-commercial in the conventional sense: as a non-profit open-access publisher, HDSR does not rely on subscription paywalls or article processing charges as primary revenue drivers. Instead, it depends on institutional backing, editorial partnerships, and the broader Harvard/MIT academic ecosystem for operational sustainability.

The firm's value proposition centers on providing a high-credibility, open-access venue for data science scholarship, leveraging the reputational equity of the Harvard and MIT Press brands. Its small scale and nonprofit status indicate a mission-driven organization rather than a venture-backed growth entity. Note: a significant portion of the scraped data pertains to MIT's Parking & Transportation operations and is not relevant to HDSR; the above description is grounded in the firmographic record.

Harvard Data Science Review firmographics

Firmographics
Name
Harvard Data Science Review
Legal name
Massachusetts Institute of Technology
Website
https://mit.edu
Company type
Private
Founded year
1865
Operating status
Operating
Headcount range
1–10 employees
Short description
Harvard Data Science Review is a non-profit open-access academic publisher founded in 2019 that produces peer-reviewed articles, research, and multimedia content on data science, hosted on the MIT Press platform and serving the global research community.
Ownership category
akta.pro rank

Harvard Data Science Review industry classification

Industry
Product category
Academic Publishing
NAICS
Research and Development in the Social Sciences and Humanities (54172)
akta.pro primary industry
Academic & Scholarly Journals Publishing (Peer-Reviewed) (MPAJABAC)
akta.pro secondary industries
Social Sciences Scholarly Publishing (EDAGAFAD), Conference Proceedings & Research Reports Publishing (EDAGAFAL)

Keywords

  • Academic publishing
  • Open access journal
  • Data science research
  • Scholarly articles
  • Multimedia content

Where Harvard Data Science Review is headquartered

Location

Headquarters

HQ city
Allston
HQ country
United States
HQ region
North America

Offices5 records

Markets served

Harvard Data Science Review business model

Business model
GTM type
B2C
Offering type
Digital Commerce or Content
Cost components
Personnel, Operations, Technology or R&D, Others

Revenue model

  1. Parking Fees: MIT generates revenue through daily parking fees ($11/day for employee and student parking), monthly fees ($174/month for off-campus and campus residents), and annual caps on parking costs. Additional revenue comes from visitor passes and scratch cards ($34/day).
  2. Department Vehicle Parking: Annual parking accounts for department-owned vehicles at $2,509/year.

Pricing tiers

ModelBillingPrice
Usage-basedPay-as-you-goEmployee Daily and Graduate Employee Daily parking
SubscriptionMonthlyEmployee Off-Campus parking
Usage-basedPay-as-you-goEmeritus Faculty parking
Usage-basedPay-as-you-goStudent Commuter parking
SubscriptionMonthlyCampus Resident parking
SubscriptionMonthlyCarpool parking
Usage-basedMonthlyAffiliate parking
SubscriptionAnnualDepartment Vehicles
Usage-basedPay-as-you-goVisitor passes and scratch cards
OtherMonthlyMBTA Commuter Rail discount
OtherMonthlyPrivate Transit Subsidy
OtherMonthlyMBTA Station Parking Subsidy

Go-to-market motion1 record

Distribution channels5 records

Marketing channels6 records

Harvard Data Science Review product offering

Product offering

Core offering

Harvard Data Science Review is an open access academic journal that publishes peer-reviewed scholarly articles, research papers, and multimedia content focused on data science. The journal is hosted by MIT Press and made freely available online to readers, with editorial direction aligned with Harvard's academic mission.

Differentiator

Problem solved

Functional benefit

Products and services

  • Harvard Data Science Review (HDSR) Journal Open access peer-reviewed academic journal publishing scholarly articles and research on data science, intended for researchers, students, and practitioners worldwide.
  • HDSR Multimedia Content Multimedia materials (such as podcasts and videos) accompanying the journal, expanding access to data science topics in formats beyond traditional articles.
  • HDSR Online Platform Digital publishing platform at hdsr.mitpress.mit.edu hosting journal articles and multimedia content for free public access.

Companies that use Harvard Data Science Review

Customer profile

Named customers4 records

Segments1 record

Ideal customer profiles2 records

Harvard Data Science Review technology and API

Technology

Technology focussed No

API detail

Has API
No
API docs
API detail

Core technology

AI maturity

App detail

Feature3 records

Harvard Data Science Review partnerships and signals

Strategic signal

Partnerships

Six partnerships are on record, tiered core and minor.

  • ZipcarcoreGTM or Marketing PartnerMIT hosts 12 Zipcars on campus and sponsors Zipcar memberships for staff and students. An MIT-sponsored member pays no application fee, no security deposit, and just a $35.00 annual fee. Zipcars can be used by the hour or day with insurance and gas included.
  • MBTA (Massachusetts Bay Transportation Authority)coreStrategic or Co-development PartnerMIT partners with MBTA to provide subsidized transit passes for students, faculty, and staff. Benefits-eligible Cambridge campus employees receive free subway and local bus access through Access MIT. MIT also subsidizes 50-70% of commuter rail costs.
  • Commute with Enterprise (Vanpool)minorStrategic or Co-development PartnerMIT partners with Enterprise to offer vanpool programs. MIT provides a $100/month subsidy per participant and pre-tax payroll deduction benefits for eligible employees.
  • Charles River Transportation Management Association (TMA)coreStrategic or Co-development PartnerMIT sponsors the Emergency Ride Home program run by Charles River TMA, which reimburses eligible employees for rideshare or taxi costs in case of emergency. The program is available to employees who commute via public transit, carpool, vanpool, bike, or walk at least three days per week.
  • BluebikesminorGTM or Marketing PartnerBoston's public bike share program with stations around MIT campus. MIT offers subsidized Bluebikes memberships for students and employees.
  • Private Transit Providers (Boston Express Bus, Greyhound, Peter Pan Bus Lines)minorChannel Partner/ Reseller/ DistributorMIT offers reimbursement for employees who use private transit options including Boston Express Bus, Greyhound, and Peter Pan Bus Lines, up to 50% of monthly commuting costs or $255 maximum.

Scale indicators6 records

Expansion highlights1 record

Harvard Data Science Review competitors and assessment

Company assessment

Direct peers

  • Journal of the Royal Statistical Society Series C: Long-running applied statistics journal publishing peer-reviewed methodology and data analysis papers — overlapping with HDSR's methodological data science remit.
  • Harvard Data Science Initiative: The institutional initiative that HDSR is closely affiliated with, producing research, events, and educational content in data science.
  • Journal of Machine Learning Research (JMLR): Open-access peer-reviewed journal covering machine learning and data-related research, with a similar open-access model and cross-disciplinary readership.
  • Nature Data Science: Nature's open-access journal dedicated to data science research, directly competing with HDSR for high-impact data science submissions across disciplines.
  • Data & Policy (Cambridge University Press): Open-access journal focused on data science applications to policy, sharing HDSR's interdisciplinary orientation and open-access publishing model.
  • Scientific Data (Nature): Peer-reviewed open-access journal for datasets and data descriptors, closely aligned with HDSR's data-centric, open-access mission.

Emerging players

  • arXiv: Open-access preprint repository widely used by the data science community; represents a distribution channel that competes with peer-reviewed journals for first-release priority.

Broad incumbents

  • Harvard Business Review: Harvard-affiliated publication with growing data and analytics coverage; shares the Harvard brand authority and reaches overlapping executive and academic audiences.
  • MIT Press (scholarly journals portfolio): HDSR's publishing partner and a broader publisher of academic journals and books; sets editorial standards and infrastructure that HDSR operates within.
  • PLOS ONE: Large-scale open-access multidisciplinary journal with significant data science and computational research content; broader in scope but competes for similar open-access submissions.

Market position

Strengths4 records

Weaknesses4 records

Competitive moat2 records

Key risks4 records

Key highlights4 records

Customer concentration

Harvard Data Science Review social profiles

Digital presence

Harvard Data Science Review financial estimates

Financial estimate

Revenue estimate

Valuation estimate

Harvard Data Science Review leadership team

Management profile

Number of profiles

Profiles1 record

Harvard Data Science Review funding detail

Funding detail

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

Harvard Data Science Review M&A and investment

M&A and investment

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Harvard Data Science Review

What does Harvard Data Science Review do?

Harvard Data Science Review is an open access academic journal that publishes peer-reviewed scholarly articles, research papers, and multimedia content focused on data science. The journal is hosted by MIT Press and made freely available online to readers, with editorial direction aligned with Harvard's academic mission.

Is Harvard Data Science Review a public or private company?

Harvard Data Science Review is a private company. It is classified as nonprofit foundation owned and is currently operating.

When was Harvard Data Science Review founded?

Harvard Data Science Review was founded in 1865. It employs 1 to 10 people.

Where is Harvard Data Science Review based?

Harvard Data Science Review is headquartered in Allston, United States, in the North America region.

How does Harvard Data Science Review make money?

Two revenue lines are on record. Parking Fees are the primary driver. The others are department Vehicle Parking.

Who are Harvard Data Science Review's main competitors?

Direct peers on record are Journal of the Royal Statistical Society Series C, Harvard Data Science Initiative, Journal of Machine Learning Research (JMLR), Nature Data Science, Data & Policy (Cambridge University Press) and Scientific Data (Nature). arXiv is listed as an emerging player. Broad incumbents are Harvard Business Review, MIT Press (scholarly journals portfolio) and PLOS ONE.

Does Harvard Data Science Review have an API?

No public API is recorded for Harvard Data Science Review.

What industry is Harvard Data Science Review in?

Harvard Data Science Review's product category is Academic Publishing. Its primary akta.pro industry code is MPAJABAC, Academic & Scholarly Journals Publishing (Peer-Reviewed), with a secondary code of EDAGAFAD, Social Sciences Scholarly Publishing. Its NAICS code is 54172.

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