Role · Business PM
Data Scientist
Manages, analyzes and interprets data to influence decision making within a business
Impact Report — Data Scientist
_Domain: Business PM · Companies tracked: 797 · Aggregate signal score: 1,382,660_
Summary
The Data Scientist role surfaces across 797 of the companies under Naftiko coverage, with an aggregate signal score of 1,382,660 across all scoring categories. This report aggregates the top areas of investment, services, tools, and standards that companies are investing in for the Data Scientist function.
Top scoring categories
- Talent & Organizational Design — score
64,662 - Data — score
49,474 - Cloud — score
34,987 - Code — score
30,535 - Security — score
30,228 - Operations — score
29,524 - Governance — score
29,312 - Artificial Intelligence — score
29,006
Top areas of investment
CI, Artificial Intelligence, Active Directory, Integrated Development Environments, UI, Operational Technologies, BI, ORM, Reinforcement Learning, C, Electronic Data Interchange, Business, Support, Deep Learning, Rich Internet Applications
Most-adopted services
Pluralsight, Adobe Illustrator, Adobe Photoshop, PeopleSoft, Photoshop, LinkedIn, Palo Alto Networks, Crystal Reports, Sparx Enterprise Architect, Twitter
Most-adopted tools
R, Angular, Elasticsearch, PowerShell, Matplotlib, Apache AGE, ClickHouse, Apache SpamAssassin, Apache DolphinScheduler, Apache Ant
Standards in play
TCP/IP, Event Sourcing, Entity Relationship, HTTP, Lean Manufacturing, Dependency Injection, Acceptance Criteria, Certificate Enrolment Protocols, Equator Principles, Object-Oriented Programming
Top companies for this role
- JP Morgan Chase (match score
24) - EY (match score
22) - Leidos (match score
22) - Visa (match score
22) - Seaboard (match score
22) - XPO (match score
22) - Amgen (match score
22) - Bosch (match score
21) - Adobe (match score
21) - Range Resources (match score
21)
_This narrative is generated from per-company job postings and press releases aggregated through the Naftiko Signals pipeline. The deterministic template will be replaced with an LLM-generated narrative when ANTHROPIC_API_KEY is configured._
Companies most associated with this role (797 total)
Adopt Pluralsight for the Data Scientist role
Treat Pluralsight as a first-class signal for the Data Scientist role's workflows and operational practices.
Adopt Adobe Illustrator for the Data Scientist role
Treat Adobe Illustrator as a first-class signal for the Data Scientist role's workflows and operational practices.
Adopt Adobe Photoshop for the Data Scientist role
Treat Adobe Photoshop as a first-class signal for the Data Scientist role's workflows and operational practices.
Adopt PeopleSoft for the Data Scientist role
Treat PeopleSoft as a first-class signal for the Data Scientist role's workflows and operational practices.
Adopt Photoshop for the Data Scientist role
Treat Photoshop as a first-class signal for the Data Scientist role's workflows and operational practices.
Adopt LinkedIn for the Data Scientist role
Treat LinkedIn as a first-class signal for the Data Scientist role's workflows and operational practices.
Adopt Palo Alto Networks for the Data Scientist role
Treat Palo Alto Networks as a first-class signal for the Data Scientist role's workflows and operational practices.
Adopt Crystal Reports for the Data Scientist role
Treat Crystal Reports as a first-class signal for the Data Scientist role's workflows and operational practices.
Adopt Sparx Enterprise Architect for the Data Scientist role
Treat Sparx Enterprise Architect as a first-class signal for the Data Scientist role's workflows and operational practices.
Adopt Twitter for the Data Scientist role
Treat Twitter as a first-class signal for the Data Scientist role's workflows and operational practices.
Adopt Adobe Campaign for the Data Scientist role
Treat Adobe Campaign as a first-class signal for the Data Scientist role's workflows and operational practices.
Adopt Instagram for the Data Scientist role
Treat Instagram as a first-class signal for the Data Scientist role's workflows and operational practices.
Adopt Adobe Creative Cloud for the Data Scientist role
Treat Adobe Creative Cloud as a first-class signal for the Data Scientist role's workflows and operational practices.
Adopt Port for the Data Scientist role
Treat Port as a first-class signal for the Data Scientist role's workflows and operational practices.
Adopt Bloomberg Intelligence for the Data Scientist role
Treat Bloomberg Intelligence as a first-class signal for the Data Scientist role's workflows and operational practices.
Adopt Google Analytics for the Data Scientist role
Treat Google Analytics as a first-class signal for the Data Scientist role's workflows and operational practices.
Adopt GitHub for the Data Scientist role
Treat GitHub as a first-class signal for the Data Scientist role's workflows and operational practices.
Adopt WhatsApp for the Data Scientist role
Treat WhatsApp as a first-class signal for the Data Scientist role's workflows and operational practices.
Adopt SharePoint for the Data Scientist role
Treat SharePoint as a first-class signal for the Data Scientist role's workflows and operational practices.
Adopt Microsoft for the Data Scientist role
Treat Microsoft as a first-class signal for the Data Scientist role's workflows and operational practices.
Adopt Google Optimize for the Data Scientist role
Treat Google Optimize as a first-class signal for the Data Scientist role's workflows and operational practices.
Adopt Microsoft Entity Framework for the Data Scientist role
Treat Microsoft Entity Framework as a first-class signal for the Data Scientist role's workflows and operational practices.
Adopt Veritas InfoScale for the Data Scientist role
Treat Veritas InfoScale as a first-class signal for the Data Scientist role's workflows and operational practices.
Adopt GitLab for the Data Scientist role
Treat GitLab as a first-class signal for the Data Scientist role's workflows and operational practices.
Adopt Azure Functions for the Data Scientist role
Treat Azure Functions as a first-class signal for the Data Scientist role's workflows and operational practices.
Integrate R into the Data Scientist toolchain
Wire R into the Data Scientist toolchain to make it part of the role's daily working set.
Integrate Angular into the Data Scientist toolchain
Wire Angular into the Data Scientist toolchain to make it part of the role's daily working set.
Integrate Elasticsearch into the Data Scientist toolchain
Wire Elasticsearch into the Data Scientist toolchain to make it part of the role's daily working set.
Integrate PowerShell into the Data Scientist toolchain
Wire PowerShell into the Data Scientist toolchain to make it part of the role's daily working set.
Integrate Matplotlib into the Data Scientist toolchain
Wire Matplotlib into the Data Scientist toolchain to make it part of the role's daily working set.
Integrate Apache AGE into the Data Scientist toolchain
Wire Apache AGE into the Data Scientist toolchain to make it part of the role's daily working set.
Integrate ClickHouse into the Data Scientist toolchain
Wire ClickHouse into the Data Scientist toolchain to make it part of the role's daily working set.
Integrate Apache SpamAssassin into the Data Scientist toolchain
Wire Apache SpamAssassin into the Data Scientist toolchain to make it part of the role's daily working set.
Integrate Apache DolphinScheduler into the Data Scientist toolchain
Wire Apache DolphinScheduler into the Data Scientist toolchain to make it part of the role's daily working set.
Integrate Apache Ant into the Data Scientist toolchain
Wire Apache Ant into the Data Scientist toolchain to make it part of the role's daily working set.
Integrate React Native into the Data Scientist toolchain
Wire React Native into the Data Scientist toolchain to make it part of the role's daily working set.
Integrate Semantic Kernel into the Data Scientist toolchain
Wire Semantic Kernel into the Data Scientist toolchain to make it part of the role's daily working set.
Adopt TCP/IP as a Data Scientist standard
Establish TCP/IP as a baseline standard the Data Scientist role works against.
Adopt Event Sourcing as a Data Scientist standard
Establish Event Sourcing as a baseline standard the Data Scientist role works against.
Adopt Entity Relationship as a Data Scientist standard
Establish Entity Relationship as a baseline standard the Data Scientist role works against.
Adopt HTTP as a Data Scientist standard
Establish HTTP as a baseline standard the Data Scientist role works against.
Adopt Lean Manufacturing as a Data Scientist standard
Establish Lean Manufacturing as a baseline standard the Data Scientist role works against.
Adopt Dependency Injection as a Data Scientist standard
Establish Dependency Injection as a baseline standard the Data Scientist role works against.
Adopt Acceptance Criteria as a Data Scientist standard
Establish Acceptance Criteria as a baseline standard the Data Scientist role works against.
Adopt Certificate Enrolment Protocols as a Data Scientist standard
Establish Certificate Enrolment Protocols as a baseline standard the Data Scientist role works against.
Adopt Equator Principles as a Data Scientist standard
Establish Equator Principles as a baseline standard the Data Scientist role works against.
Adopt Object-Oriented Programming as a Data Scientist standard
Establish Object-Oriented Programming as a baseline standard the Data Scientist role works against.
- CI
- Artificial Intelligence
- Active Directory
- Integrated Development Environments
- UI
- Operational Technologies
- BI
- ORM
- Reinforcement Learning
- C
- Electronic Data Interchange
- Business
- Support
- Deep Learning
- Rich Internet Applications
- Development
- Systems
- Wins
- Management
- Tracs
- Operations
- Design
- Data
- Technologies
- DNS, DHCP, and IP Address Management
- Performance
- Solutions
- Communications
- ERP
- Tests
- Services
- Search
- Organizations
- Excels
- Tools
- Graphical User Interfaces
- Machine Learning
- Application Programming Interfaces
- Products
- Trainings
- Media
- Leaderships
- Platforms
- Requirements
- Educations
- Safes
- Policies
- Controls
- Forms
- Strategies
- Sales
- Compliance
- Plannings
- Projects
- Communities
- Collaborations
- Research
- Employment
- Reportings
- Software
- Learning
- Analysis
- Security
- Deliveries
- Applications
- Defis
- Legal
- Processes
- Innovation
- Computes
- Travels
- Marketing
- Document Object Models
- Mails
- Events
- Engineering
- Finances
- Computer Aided Manufacturing
- Executions
- Production
- Functions
- Maintenance
- Audits
- Efficiencies
- Safety
- Computer Aided Design
- Implementations
- Tasks
- Certifications
- Enterprises
- Webs
- Digitals
- Codes
- Customer Service
- Insights
- Integrations
- Analytics
- Integrity
- Presentations
- Documentations
- Equipments
- Administration
- Contents
- Emails
- Reviews
- Words
- Monitoring
- Protection
- Tracking
- Tainas
- Updates
- UX
- Automation
- Metrics
- Infrastructure
- Best Practices
- Assessments
- Accounting
- Workflows
- Insurances
- Meetings
- Distributions
- Feedback
- Documents
- Administratives
- Hirings
- Revenues
- Valuations
- Project Management
- Intelligence
- Markets
- Ideas
- Governance
- Continuous Improvements
- Frameworks
- Clouds
- Foundations
- Flexibilities
- Accountability
- Productivity
- Clients
- Evaluations
- Identities
- Reliabilities
- Pipelines
- Voice
- Investments
- Optimizations
- Databases
- Pricings
- Pluralsight
- Adobe Illustrator
- Adobe Photoshop
- PeopleSoft
- Photoshop
- Palo Alto Networks
- Crystal Reports
- Sparx Enterprise Architect
- Adobe Campaign
- Adobe Creative Cloud
- Port
- Bloomberg Intelligence
- Google Analytics
- GitHub
- SharePoint
- Microsoft
- Google Optimize
- Microsoft Entity Framework
- Veritas InfoScale
- GitLab
- Azure Functions
- Tradeweb
- Datadog
- Azure Log Analytics
- Unity
- TeamCity
- Adobe Creative Suite
- Microsoft Windows
- Youtube
- Shell
- Salesforce
- Salesforce Lightning
- Google Drive
- Oracle Cloud
- Microsoft Office
- Microsoft Edge
- Microsoft Visio
- Visio
- Make
- Microsoft Project
- Microsoft Endpoint Manager
- Circana
- Microsoft Excel
- ZoomInfo
- Microsoft Teams
- HubSpot
- Google Forms
- Azure DevOps
- Microsoft Power Automate
- IntelliJ IDEA
- Square
- Adobe Analytics
- Amazon Web Services
- New Relic
- ServiceNow
- Oracle Integration
- Bloomberg Enterprise Data
- WebSphere
- Azure Machine Learning
- Red Hat
- Productiv
- Navision
- Microsoft Word
- Teradata
- Workday
- SolarWinds
- Bloomberg AIM
- Salesforce Automation
- Bloomberg Economics
- Mastercard
- MailChimp
- Dynatrace
- Google Apps Script
- Merge
- Oracle E-Business Suite
- BigCommerce
- Lightroom
- Microsoft Outlook
- Adobe Launch
- SAP
- CloudFormation
- Cloudflare
- Bitbucket
- Microsoft PowerPoint
- Box
- Vantage
- Confluence
- Meta
- Google Sheets
- AutoCAD
- Power BI
- Red Hat Ansible Automation Platform
- Ansible Automation Platform
- GitHub Actions
- Google Maps
- R
- Angular
- Elasticsearch
- PowerShell
- Matplotlib
- Apache AGE
- ClickHouse
- Apache SpamAssassin
- Apache DolphinScheduler
- Apache Ant
- React Native
- Semantic Kernel
- Apache Spatial
- TensorFlow
- Terraform
- Ethereum
- Apache POI
- Apache SkyWalking
- Apache ORC
- Prometheus
- Pandas
- jQuery
- Apache MINA
- Apache Traffic Control
- Kubeflow
- Apache Flex
- Buildpacks
- NumPy
- Spring Boot
- Git
- SonarQube
- Lean
- Python
- Scala
- Consul
- PostgreSQL
- Apache Hop
- Apache NiFi
- Apache Aries
- Apache Traffic Server
- Kotlin
- Dex
- Perl
- SPIRE
- Spring Boot Admin Console
- React
- Apache Pivot
- Apache APR
- OpenTelemetry
- Apache Roller
- Spring Framework
- Spring
- WordPress
- Score
- Apache Streams
- Open Policy Agent
- Keycloak
- Kafka Connect
- Kubernetes Operators
- Lima
- Apache Rya
- Vite
- SOPS
- Apache Spark
- Argo
- Fluid
- Apache Web Services
- Linux
- Kubernetes
- Vitess
- Docker
- Elastic Stack
- Node.js
- Vue.js
- Elk Stack
- Elk
- Porter
- C++
- Apache SINGA
- C#
- Apache Hive
- Apache Storm
- werf
- Apache Drill
- Jenkins
- Rook
- Apache Phoenix
- Swift
- Apache Velocity
- PyTorch
- Chef
- Apache Portals
- Apache Kafka
- Apache FreeMarker
- Helm
- Ansible
- Apache Tcl
- ORAS
- Flux
- Hashicorp Vault
- TCP/IP
- Event Sourcing
- Entity Relationship
- HTTP
- Lean Manufacturing
- Dependency Injection
- Acceptance Criteria
- Certificate Enrolment Protocols
- Equator Principles
- Object-Oriented Programming
- Extreme Programming
- BLE
- Specification
- SUPPORT.md
- WebSockets
- SecOps
- OCI
- CS
- NIO
- SSO
- ISO
- REST
- SPA
- NIST
- Scaled Agile
- Defense In Depth
- SAFe Agile
- Standards
- Write Ahead Log
- SECURITY.md
- AIS
- Lean Management
- Regulation
- Regulatory
- Actor Model
- LICENSE.md
- Standard Operating Procedures
- Raft
- Protocol Buffers
- Event-driven Architecture
- Functional Programming
- Methodology
- CONTRIBUTING.md
- IAM
- MapReduce
- Agile Methodology
- Agile
- SQL
- SSL/TLS
- Enterprise Integration Patterns
- Integration Patterns
- RACI
- Quality Standards
- Templates
- OpenAPI
- Accounting Standards
- Internal Control Standards
- HTML
- Technical Specifications
- Prototypes
- Data Models
- DevOps
- Lean Six Sigma
- Standardization
- Use Cases
- SOA
- Service Oriented Architecture
- Product Backlog
- Data Modeling
- Reactive Programming
- Scrum
- CODE_OF_CONDUCT.md
- Security Standards
- SDLC
- OSHA
- Six Sigma
- XML
- Product Specifications
- Test Plans
- Software Development Lifecycle
- Consensus
- Software Development Life Cycle
- Design Standards
- ITSM
- ITIL
- Software Design Patterns
- Convention Over Configuration
- User Stories
- SSH
- Security Standards And Procedures
- FinOps
- GDPR
- Process Flow Diagrams
- Design Patterns
- Schema Validation
- RBAC
- CITATION.cff
- DNS
- ACID
This page aggregates Naftiko Signals data for the Data Scientist role across all 797 companies under coverage that exercise this role's vocabulary (services, tools, and standards). Aggregate signal score: 1,382,660.
Want to understand the methodology? See signals.naftiko.io.