Role · Business PM
Data Analyst
Collects data and processes it into reports for businesses and organizations
Impact Report — Data Analyst
_Domain: Business PM · Companies tracked: 770 · Aggregate signal score: 1,378,300_
Summary
The Data Analyst role surfaces across 770 of the companies under Naftiko coverage, with an aggregate signal score of 1,378,300 across all scoring categories. This report aggregates the top areas of investment, services, tools, and standards that companies are investing in for the Data Analyst function.
Top scoring categories
- Talent & Organizational Design — score
64,426 - Data — score
49,352 - Cloud — score
34,912 - Code — score
30,394 - Security — score
30,119 - Operations — score
29,474 - Governance — score
29,271 - Artificial Intelligence — score
28,903
Top areas of investment
CI, Active Directory, Artificial Intelligence, Operational Technologies, Integrated Development Environments, UI, BI, ORM, Electronic Data Interchange, Reinforcement Learning, C, Support, Business, Deep Learning, Rich Internet Applications
Most-adopted services
Adobe Campaign, Pluralsight, Adobe Illustrator, Adobe Photoshop, PeopleSoft, Twitter, Google Analytics, Photoshop, Palo Alto Networks, Crystal Reports
Most-adopted tools
R, Angular, Elasticsearch, PowerShell, ClickHouse, Apache SpamAssassin, Apache AGE, Matplotlib, Apache DolphinScheduler, React Native
Standards in play
TCP/IP, Lean Manufacturing, Event Sourcing, Entity Relationship, Dependency Injection, Acceptance Criteria, HTTP, Equator Principles, Certificate Enrolment Protocols, Object-Oriented Programming
Top companies for this role
- Seaboard (match score
26) - XPO (match score
26) - JP Morgan Chase (match score
25) - Salesforce (match score
24) - Amgen (match score
24) - Sanofi (match score
24) - EY (match score
23) - Citi (match score
23) - Mastercard (match score
23) - S&P Global (match score
23)
_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 (770 total)
Adopt Adobe Campaign for the Data Analyst role
Treat Adobe Campaign as a first-class signal for the Data Analyst role's workflows and operational practices.
Adopt Pluralsight for the Data Analyst role
Treat Pluralsight as a first-class signal for the Data Analyst role's workflows and operational practices.
Adopt Adobe Illustrator for the Data Analyst role
Treat Adobe Illustrator as a first-class signal for the Data Analyst role's workflows and operational practices.
Adopt Adobe Photoshop for the Data Analyst role
Treat Adobe Photoshop as a first-class signal for the Data Analyst role's workflows and operational practices.
Adopt PeopleSoft for the Data Analyst role
Treat PeopleSoft as a first-class signal for the Data Analyst role's workflows and operational practices.
Adopt Twitter for the Data Analyst role
Treat Twitter as a first-class signal for the Data Analyst role's workflows and operational practices.
Adopt Google Analytics for the Data Analyst role
Treat Google Analytics as a first-class signal for the Data Analyst role's workflows and operational practices.
Adopt Photoshop for the Data Analyst role
Treat Photoshop as a first-class signal for the Data Analyst role's workflows and operational practices.
Adopt Palo Alto Networks for the Data Analyst role
Treat Palo Alto Networks as a first-class signal for the Data Analyst role's workflows and operational practices.
Adopt Crystal Reports for the Data Analyst role
Treat Crystal Reports as a first-class signal for the Data Analyst role's workflows and operational practices.
Adopt Sparx Enterprise Architect for the Data Analyst role
Treat Sparx Enterprise Architect as a first-class signal for the Data Analyst role's workflows and operational practices.
Adopt Instagram for the Data Analyst role
Treat Instagram as a first-class signal for the Data Analyst role's workflows and operational practices.
Adopt LinkedIn for the Data Analyst role
Treat LinkedIn as a first-class signal for the Data Analyst role's workflows and operational practices.
Adopt WhatsApp for the Data Analyst role
Treat WhatsApp as a first-class signal for the Data Analyst role's workflows and operational practices.
Adopt Adobe Creative Cloud for the Data Analyst role
Treat Adobe Creative Cloud as a first-class signal for the Data Analyst role's workflows and operational practices.
Adopt Port for the Data Analyst role
Treat Port as a first-class signal for the Data Analyst role's workflows and operational practices.
Adopt Bloomberg Intelligence for the Data Analyst role
Treat Bloomberg Intelligence as a first-class signal for the Data Analyst role's workflows and operational practices.
Adopt GitHub for the Data Analyst role
Treat GitHub as a first-class signal for the Data Analyst role's workflows and operational practices.
Adopt Microsoft for the Data Analyst role
Treat Microsoft as a first-class signal for the Data Analyst role's workflows and operational practices.
Adopt Microsoft Entity Framework for the Data Analyst role
Treat Microsoft Entity Framework as a first-class signal for the Data Analyst role's workflows and operational practices.
Adopt SharePoint for the Data Analyst role
Treat SharePoint as a first-class signal for the Data Analyst role's workflows and operational practices.
Adopt Google Optimize for the Data Analyst role
Treat Google Optimize as a first-class signal for the Data Analyst role's workflows and operational practices.
Adopt Veritas InfoScale for the Data Analyst role
Treat Veritas InfoScale as a first-class signal for the Data Analyst role's workflows and operational practices.
Adopt Azure Functions for the Data Analyst role
Treat Azure Functions as a first-class signal for the Data Analyst role's workflows and operational practices.
Adopt GitLab for the Data Analyst role
Treat GitLab as a first-class signal for the Data Analyst role's workflows and operational practices.
Integrate R into the Data Analyst toolchain
Wire R into the Data Analyst toolchain to make it part of the role's daily working set.
Integrate Angular into the Data Analyst toolchain
Wire Angular into the Data Analyst toolchain to make it part of the role's daily working set.
Integrate Elasticsearch into the Data Analyst toolchain
Wire Elasticsearch into the Data Analyst toolchain to make it part of the role's daily working set.
Integrate PowerShell into the Data Analyst toolchain
Wire PowerShell into the Data Analyst toolchain to make it part of the role's daily working set.
Integrate ClickHouse into the Data Analyst toolchain
Wire ClickHouse into the Data Analyst toolchain to make it part of the role's daily working set.
Integrate Apache SpamAssassin into the Data Analyst toolchain
Wire Apache SpamAssassin into the Data Analyst toolchain to make it part of the role's daily working set.
Integrate Apache AGE into the Data Analyst toolchain
Wire Apache AGE into the Data Analyst toolchain to make it part of the role's daily working set.
Integrate Matplotlib into the Data Analyst toolchain
Wire Matplotlib into the Data Analyst toolchain to make it part of the role's daily working set.
Integrate Apache DolphinScheduler into the Data Analyst toolchain
Wire Apache DolphinScheduler into the Data Analyst toolchain to make it part of the role's daily working set.
Integrate React Native into the Data Analyst toolchain
Wire React Native into the Data Analyst toolchain to make it part of the role's daily working set.
Integrate Apache Ant into the Data Analyst toolchain
Wire Apache Ant into the Data Analyst toolchain to make it part of the role's daily working set.
Integrate Semantic Kernel into the Data Analyst toolchain
Wire Semantic Kernel into the Data Analyst toolchain to make it part of the role's daily working set.
Adopt TCP/IP as a Data Analyst standard
Establish TCP/IP as a baseline standard the Data Analyst role works against.
Adopt Lean Manufacturing as a Data Analyst standard
Establish Lean Manufacturing as a baseline standard the Data Analyst role works against.
Adopt Event Sourcing as a Data Analyst standard
Establish Event Sourcing as a baseline standard the Data Analyst role works against.
Adopt Entity Relationship as a Data Analyst standard
Establish Entity Relationship as a baseline standard the Data Analyst role works against.
Adopt Dependency Injection as a Data Analyst standard
Establish Dependency Injection as a baseline standard the Data Analyst role works against.
Adopt Acceptance Criteria as a Data Analyst standard
Establish Acceptance Criteria as a baseline standard the Data Analyst role works against.
Adopt HTTP as a Data Analyst standard
Establish HTTP as a baseline standard the Data Analyst role works against.
Adopt Equator Principles as a Data Analyst standard
Establish Equator Principles as a baseline standard the Data Analyst role works against.
Adopt Certificate Enrolment Protocols as a Data Analyst standard
Establish Certificate Enrolment Protocols as a baseline standard the Data Analyst role works against.
Adopt Object-Oriented Programming as a Data Analyst standard
Establish Object-Oriented Programming as a baseline standard the Data Analyst role works against.
- CI
- Active Directory
- Artificial Intelligence
- Operational Technologies
- Integrated Development Environments
- UI
- BI
- ORM
- Electronic Data Interchange
- Reinforcement Learning
- C
- Support
- Business
- Deep Learning
- Rich Internet Applications
- Management
- Systems
- Wins
- Development
- Tracs
- Excels
- Operations
- Communications
- Data
- Design
- DNS, DHCP, and IP Address Management
- Technologies
- Performance
- Services
- ERP
- Organizations
- Solutions
- Graphical User Interfaces
- Trainings
- Tests
- Search
- Tools
- Requirements
- Products
- Leaderships
- Machine Learning
- Application Programming Interfaces
- Controls
- Forms
- Educations
- Safes
- Plannings
- Platforms
- Strategies
- Media
- Policies
- Compliance
- Projects
- Reportings
- Deliveries
- Collaborations
- Sales
- Research
- Analysis
- Software
- Communities
- Security
- Learning
- Applications
- Travels
- Employment
- Defis
- Processes
- Computes
- Document Object Models
- Legal
- Innovation
- Functions
- Marketing
- Executions
- Events
- Audits
- Production
- Efficiencies
- Engineering
- Maintenance
- Mails
- Finances
- Safety
- Computer Aided Manufacturing
- Implementations
- Tasks
- Computer Aided Design
- Certifications
- Customer Service
- Codes
- Enterprises
- Digitals
- Integrity
- Integrations
- Insights
- Documentations
- Analytics
- Webs
- Presentations
- Reviews
- Equipments
- Words
- Administration
- Monitoring
- Tracking
- Contents
- Emails
- Protection
- Updates
- Best Practices
- Tainas
- Metrics
- Automation
- Infrastructure
- UX
- Assessments
- Workflows
- Accounting
- Meetings
- Feedback
- Distributions
- Documents
- Administratives
- Revenues
- Valuations
- Hirings
- Project Management
- Insurances
- Governance
- Intelligence
- Continuous Improvements
- Frameworks
- Ideas
- Flexibilities
- Productivity
- Markets
- Accountability
- Evaluations
- Foundations
- Clouds
- Reliabilities
- Voice
- Pipelines
- Clients
- Optimizations
- Identities
- Databases
- Pricings
- Timelines
- Adobe Campaign
- Pluralsight
- Adobe Illustrator
- Adobe Photoshop
- PeopleSoft
- Google Analytics
- Photoshop
- Palo Alto Networks
- Crystal Reports
- Sparx Enterprise Architect
- Adobe Creative Cloud
- Port
- Bloomberg Intelligence
- GitHub
- Microsoft
- Microsoft Entity Framework
- SharePoint
- Google Optimize
- Veritas InfoScale
- Azure Functions
- GitLab
- Tradeweb
- Datadog
- Azure Log Analytics
- Adobe Creative Suite
- TeamCity
- Youtube
- Unity
- Salesforce
- Shell
- Microsoft Windows
- Microsoft Excel
- Microsoft Edge
- Salesforce Lightning
- Google Drive
- Microsoft Visio
- Visio
- Microsoft Office
- Oracle Cloud
- Microsoft Project
- Microsoft Endpoint Manager
- Make
- Circana
- ZoomInfo
- Microsoft Teams
- Google Forms
- HubSpot
- Azure DevOps
- Microsoft Power Automate
- IntelliJ IDEA
- Square
- Amazon Web Services
- Adobe Analytics
- ServiceNow
- New Relic
- Oracle Integration
- Bloomberg Enterprise Data
- Azure Machine Learning
- WebSphere
- Productiv
- Microsoft Word
- Workday
- Navision
- Red Hat
- Teradata
- SolarWinds
- Bloomberg AIM
- Salesforce Automation
- MailChimp
- Mastercard
- Bloomberg Economics
- Dynatrace
- Merge
- Google Apps Script
- Microsoft Outlook
- Oracle E-Business Suite
- Lightroom
- Adobe Launch
- SAP
- BigCommerce
- CloudFormation
- Microsoft PowerPoint
- Cloudflare
- Box
- Bitbucket
- Vantage
- Confluence
- Meta
- Google Sheets
- AutoCAD
- Power BI
- Red Hat Ansible Automation Platform
- Ansible Automation Platform
- Google Maps
- GitHub Actions
- Microsoft Azure
- R
- Angular
- Elasticsearch
- PowerShell
- ClickHouse
- Apache SpamAssassin
- Apache AGE
- Matplotlib
- Apache DolphinScheduler
- React Native
- Apache Ant
- Semantic Kernel
- Apache Spatial
- Ethereum
- TensorFlow
- Terraform
- Apache POI
- Apache SkyWalking
- Prometheus
- Apache ORC
- Pandas
- Apache Traffic Control
- Apache MINA
- Kubeflow
- Buildpacks
- jQuery
- Apache Flex
- NumPy
- Git
- Spring Boot
- Python
- SonarQube
- Lean
- 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
- Score
- WordPress
- Apache Streams
- Open Policy Agent
- Lima
- Kubernetes Operators
- Keycloak
- Kafka Connect
- Apache Rya
- Vite
- SOPS
- Apache Spark
- Argo
- Fluid
- Linux
- Apache Web Services
- Kubernetes
- Vitess
- Docker
- Elastic Stack
- Node.js
- Vue.js
- Elk Stack
- Elk
- C++
- Porter
- Apache SINGA
- C#
- Apache Storm
- Apache Hive
- werf
- Apache Drill
- Jenkins
- Rook
- Apache Phoenix
- Swift
- Apache Velocity
- PyTorch
- Apache Portals
- Chef
- Apache Kafka
- Apache FreeMarker
- Helm
- Ansible
- Apache Tcl
- ORAS
- Flux
- Hashicorp Vault
- TCP/IP
- Lean Manufacturing
- Event Sourcing
- Entity Relationship
- Dependency Injection
- Acceptance Criteria
- HTTP
- Equator Principles
- Certificate Enrolment Protocols
- Object-Oriented Programming
- Extreme Programming
- BLE
- Specification
- SUPPORT.md
- WebSockets
- SecOps
- CS
- OCI
- SSO
- REST
- SPA
- ISO
- NIO
- NIST
- Defense In Depth
- Scaled Agile
- SAFe Agile
- Standards
- Write Ahead Log
- AIS
- SECURITY.md
- Lean Management
- Regulation
- Regulatory
- Actor Model
- Standard Operating Procedures
- LICENSE.md
- Raft
- Protocol Buffers
- Event-driven Architecture
- Functional Programming
- Methodology
- CONTRIBUTING.md
- Agile Methodology
- Agile
- SQL
- IAM
- MapReduce
- SSL/TLS
- Enterprise Integration Patterns
- Integration Patterns
- RACI
- Quality Standards
- Templates
- OpenAPI
- Accounting Standards
- Internal Control Standards
- Technical Specifications
- Prototypes
- HTML
- Data Models
- Lean Six Sigma
- DevOps
- Standardization
- Use Cases
- Product Backlog
- SOA
- Service Oriented Architecture
- Data Modeling
- Reactive Programming
- Scrum
- Security Standards
- CODE_OF_CONDUCT.md
- 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
- DNS
- CITATION.cff
- ACID
This page aggregates Naftiko Signals data for the Data Analyst role across all 770 companies under coverage that exercise this role's vocabulary (services, tools, and standards). Aggregate signal score: 1,378,300.
Want to understand the methodology? See signals.naftiko.io.