Role · Business PM
Systems Engineer
Develops, installs and evaluates software systems for organizational use
Impact Report — Systems Engineer
_Domain: Business PM · Companies tracked: 699 · Aggregate signal score: 1,356,894_
Summary
The Systems Engineer role surfaces across 699 of the companies under Naftiko coverage, with an aggregate signal score of 1,356,894 across all scoring categories. This report aggregates the top areas of investment, services, tools, and standards that companies are investing in for the Systems Engineer function.
Top scoring categories
- Talent & Organizational Design — score
63,192 - Data — score
48,742 - Cloud — score
34,661 - Code — score
29,823 - Security — score
29,599 - Operations — score
29,205 - Governance — score
28,697 - Artificial Intelligence — score
28,537
Top areas of investment
CI, Active Directory, Artificial Intelligence, UI, Operational Technologies, ORM, BI, Electronic Data Interchange, Integrated Development Environments, Reinforcement Learning, Rich Internet Applications, Business, Support, Tracs, Systems
Most-adopted services
Adobe Campaign, WhatsApp, Pluralsight, Adobe Illustrator, Adobe Photoshop, PeopleSoft, Adobe Creative Cloud, Twitter, Instagram, Google Analytics
Most-adopted tools
Apache AGE, R, Angular, ClickHouse, React Native, Elasticsearch, PowerShell, Apache SpamAssassin, Apache Ant, Matplotlib
Standards in play
TCP/IP, Object-Oriented Programming, Lean Manufacturing, Event Sourcing, Entity Relationship, Certificate Enrolment Protocols, Dependency Injection, Acceptance Criteria, HTTP, Equator Principles
Top companies for this role
- F5 (match score
23) - JP Morgan Chase (match score
22) - EY (match score
22) - Splunk (match score
22) - Jones Lang LaSalle (match score
22) - Equinix (match score
22) - KBR (match score
22) - Dell Technologies (match score
22) - Citi (match score
21) - Leidos (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 (699 total)
Adopt Adobe Campaign for the Systems Engineer role
Treat Adobe Campaign as a first-class signal for the Systems Engineer role's workflows and operational practices.
Adopt WhatsApp for the Systems Engineer role
Treat WhatsApp as a first-class signal for the Systems Engineer role's workflows and operational practices.
Adopt Pluralsight for the Systems Engineer role
Treat Pluralsight as a first-class signal for the Systems Engineer role's workflows and operational practices.
Adopt Adobe Illustrator for the Systems Engineer role
Treat Adobe Illustrator as a first-class signal for the Systems Engineer role's workflows and operational practices.
Adopt Adobe Photoshop for the Systems Engineer role
Treat Adobe Photoshop as a first-class signal for the Systems Engineer role's workflows and operational practices.
Adopt PeopleSoft for the Systems Engineer role
Treat PeopleSoft as a first-class signal for the Systems Engineer role's workflows and operational practices.
Adopt Adobe Creative Cloud for the Systems Engineer role
Treat Adobe Creative Cloud as a first-class signal for the Systems Engineer role's workflows and operational practices.
Adopt Twitter for the Systems Engineer role
Treat Twitter as a first-class signal for the Systems Engineer role's workflows and operational practices.
Adopt Instagram for the Systems Engineer role
Treat Instagram as a first-class signal for the Systems Engineer role's workflows and operational practices.
Adopt Google Analytics for the Systems Engineer role
Treat Google Analytics as a first-class signal for the Systems Engineer role's workflows and operational practices.
Adopt Photoshop for the Systems Engineer role
Treat Photoshop as a first-class signal for the Systems Engineer role's workflows and operational practices.
Adopt LinkedIn for the Systems Engineer role
Treat LinkedIn as a first-class signal for the Systems Engineer role's workflows and operational practices.
Adopt Port for the Systems Engineer role
Treat Port as a first-class signal for the Systems Engineer role's workflows and operational practices.
Adopt Google Optimize for the Systems Engineer role
Treat Google Optimize as a first-class signal for the Systems Engineer role's workflows and operational practices.
Adopt Microsoft Entity Framework for the Systems Engineer role
Treat Microsoft Entity Framework as a first-class signal for the Systems Engineer role's workflows and operational practices.
Adopt Bloomberg Intelligence for the Systems Engineer role
Treat Bloomberg Intelligence as a first-class signal for the Systems Engineer role's workflows and operational practices.
Adopt Palo Alto Networks for the Systems Engineer role
Treat Palo Alto Networks as a first-class signal for the Systems Engineer role's workflows and operational practices.
Adopt Crystal Reports for the Systems Engineer role
Treat Crystal Reports as a first-class signal for the Systems Engineer role's workflows and operational practices.
Adopt SharePoint for the Systems Engineer role
Treat SharePoint as a first-class signal for the Systems Engineer role's workflows and operational practices.
Adopt Microsoft for the Systems Engineer role
Treat Microsoft as a first-class signal for the Systems Engineer role's workflows and operational practices.
Adopt GitHub for the Systems Engineer role
Treat GitHub as a first-class signal for the Systems Engineer role's workflows and operational practices.
Adopt Sparx Enterprise Architect for the Systems Engineer role
Treat Sparx Enterprise Architect as a first-class signal for the Systems Engineer role's workflows and operational practices.
Adopt Azure Functions for the Systems Engineer role
Treat Azure Functions as a first-class signal for the Systems Engineer role's workflows and operational practices.
Adopt Tradeweb for the Systems Engineer role
Treat Tradeweb as a first-class signal for the Systems Engineer role's workflows and operational practices.
Adopt Datadog for the Systems Engineer role
Treat Datadog as a first-class signal for the Systems Engineer role's workflows and operational practices.
Integrate Apache AGE into the Systems Engineer toolchain
Wire Apache AGE into the Systems Engineer toolchain to make it part of the role's daily working set.
Integrate R into the Systems Engineer toolchain
Wire R into the Systems Engineer toolchain to make it part of the role's daily working set.
Integrate Angular into the Systems Engineer toolchain
Wire Angular into the Systems Engineer toolchain to make it part of the role's daily working set.
Integrate ClickHouse into the Systems Engineer toolchain
Wire ClickHouse into the Systems Engineer toolchain to make it part of the role's daily working set.
Integrate React Native into the Systems Engineer toolchain
Wire React Native into the Systems Engineer toolchain to make it part of the role's daily working set.
Integrate Elasticsearch into the Systems Engineer toolchain
Wire Elasticsearch into the Systems Engineer toolchain to make it part of the role's daily working set.
Integrate PowerShell into the Systems Engineer toolchain
Wire PowerShell into the Systems Engineer toolchain to make it part of the role's daily working set.
Integrate Apache SpamAssassin into the Systems Engineer toolchain
Wire Apache SpamAssassin into the Systems Engineer toolchain to make it part of the role's daily working set.
Integrate Apache Ant into the Systems Engineer toolchain
Wire Apache Ant into the Systems Engineer toolchain to make it part of the role's daily working set.
Integrate Matplotlib into the Systems Engineer toolchain
Wire Matplotlib into the Systems Engineer toolchain to make it part of the role's daily working set.
Integrate Apache DolphinScheduler into the Systems Engineer toolchain
Wire Apache DolphinScheduler into the Systems Engineer toolchain to make it part of the role's daily working set.
Integrate Semantic Kernel into the Systems Engineer toolchain
Wire Semantic Kernel into the Systems Engineer toolchain to make it part of the role's daily working set.
Adopt TCP/IP as a Systems Engineer standard
Establish TCP/IP as a baseline standard the Systems Engineer role works against.
Adopt Object-Oriented Programming as a Systems Engineer standard
Establish Object-Oriented Programming as a baseline standard the Systems Engineer role works against.
Adopt Lean Manufacturing as a Systems Engineer standard
Establish Lean Manufacturing as a baseline standard the Systems Engineer role works against.
Adopt Event Sourcing as a Systems Engineer standard
Establish Event Sourcing as a baseline standard the Systems Engineer role works against.
Adopt Entity Relationship as a Systems Engineer standard
Establish Entity Relationship as a baseline standard the Systems Engineer role works against.
Adopt Certificate Enrolment Protocols as a Systems Engineer standard
Establish Certificate Enrolment Protocols as a baseline standard the Systems Engineer role works against.
Adopt Dependency Injection as a Systems Engineer standard
Establish Dependency Injection as a baseline standard the Systems Engineer role works against.
Adopt Acceptance Criteria as a Systems Engineer standard
Establish Acceptance Criteria as a baseline standard the Systems Engineer role works against.
Adopt HTTP as a Systems Engineer standard
Establish HTTP as a baseline standard the Systems Engineer role works against.
Adopt Equator Principles as a Systems Engineer standard
Establish Equator Principles as a baseline standard the Systems Engineer role works against.
- CI
- Active Directory
- Artificial Intelligence
- UI
- Operational Technologies
- ORM
- BI
- Electronic Data Interchange
- Integrated Development Environments
- Reinforcement Learning
- Rich Internet Applications
- Business
- Support
- Tracs
- Systems
- Wins
- Deep Learning
- Management
- Data
- Development
- Design
- ERP
- C
- Operations
- Technologies
- Tests
- Performance
- DNS, DHCP, and IP Address Management
- Communications
- Excels
- Solutions
- Services
- Tools
- Machine Learning
- Search
- Application Programming Interfaces
- Organizations
- Graphical User Interfaces
- Forms
- Platforms
- Leaderships
- Policies
- Controls
- Trainings
- Requirements
- Products
- Media
- Compliance
- Safes
- Strategies
- Plannings
- Collaborations
- Educations
- Deliveries
- Analysis
- Projects
- Reportings
- Defis
- Software
- Security
- Legal
- Research
- Learning
- Computes
- Applications
- Functions
- Sales
- Processes
- Document Object Models
- Travels
- Efficiencies
- Audits
- Innovation
- Employment
- Communities
- Events
- Executions
- Engineering
- Computer Aided Manufacturing
- Finances
- Maintenance
- Implementations
- Mails
- Production
- Marketing
- Integrations
- Computer Aided Design
- Tasks
- Codes
- Enterprises
- Safety
- Insights
- Integrity
- Certifications
- Documentations
- Administration
- Reviews
- Analytics
- Digitals
- Presentations
- Monitoring
- Customer Service
- Metrics
- Tracking
- Webs
- Automation
- Best Practices
- Updates
- Infrastructure
- UX
- Words
- Tainas
- Equipments
- Contents
- Emails
- Meetings
- Assessments
- Workflows
- Protection
- Feedback
- Documents
- Accounting
- Valuations
- Governance
- Revenues
- Distributions
- Administratives
- Frameworks
- Hirings
- Continuous Improvements
- Intelligence
- Project Management
- Accountability
- Productivity
- Insurances
- Evaluations
- Pipelines
- Reliabilities
- Optimizations
- Ideas
- Pricings
- Clouds
- Flexibilities
- Markets
- Voice
- Databases
- Timelines
- Foundations
- Clients
- Architectures
- Adobe Campaign
- Pluralsight
- Adobe Illustrator
- Adobe Photoshop
- PeopleSoft
- Adobe Creative Cloud
- Google Analytics
- Photoshop
- Port
- Google Optimize
- Microsoft Entity Framework
- Bloomberg Intelligence
- Palo Alto Networks
- Crystal Reports
- SharePoint
- Microsoft
- GitHub
- Sparx Enterprise Architect
- Azure Functions
- Tradeweb
- Datadog
- Veritas InfoScale
- GitLab
- Adobe Creative Suite
- Azure Log Analytics
- TeamCity
- Salesforce
- Microsoft Windows
- Microsoft Project
- Unity
- Youtube
- Oracle Cloud
- Shell
- Salesforce Lightning
- Google Drive
- Microsoft Edge
- Microsoft Visio
- Visio
- Microsoft Office
- Microsoft Endpoint Manager
- Microsoft Excel
- Circana
- ZoomInfo
- Make
- Google Forms
- Microsoft Teams
- HubSpot
- Azure DevOps
- Amazon Web Services
- Microsoft Power Automate
- IntelliJ IDEA
- Square
- Adobe Analytics
- New Relic
- ServiceNow
- Oracle Integration
- Azure Machine Learning
- Productiv
- Bloomberg Enterprise Data
- Navision
- Workday
- Salesforce Automation
- Teradata
- WebSphere
- Red Hat
- Microsoft Word
- SolarWinds
- Bloomberg AIM
- MailChimp
- Mastercard
- Bloomberg Economics
- Dynatrace
- Merge
- Microsoft Outlook
- CloudFormation
- Lightroom
- Google Apps Script
- SAP
- Cloudflare
- Adobe Launch
- Oracle E-Business Suite
- BigCommerce
- Microsoft PowerPoint
- Box
- Bitbucket
- Confluence
- Vantage
- Meta
- Google Sheets
- AutoCAD
- Power BI
- Red Hat Ansible Automation Platform
- Ansible Automation Platform
- Google Maps
- GitHub Actions
- Microsoft Azure
- Apache AGE
- R
- Angular
- ClickHouse
- React Native
- Elasticsearch
- PowerShell
- Apache SpamAssassin
- Apache Ant
- Matplotlib
- Apache DolphinScheduler
- Semantic Kernel
- Apache Spatial
- TensorFlow
- Terraform
- Ethereum
- Apache POI
- Apache SkyWalking
- Apache ORC
- Pandas
- Prometheus
- Apache MINA
- Kubeflow
- NumPy
- Apache Flex
- Apache Traffic Control
- Spring Boot
- Buildpacks
- Git
- jQuery
- SonarQube
- Lean
- Scala
- Python
- Consul
- PostgreSQL
- Apache Hop
- Apache NiFi
- Apache Aries
- Apache Traffic Server
- Kotlin
- Dex
- Perl
- SPIRE
- Spring Boot Admin Console
- React
- Apache Pivot
- Apache APR
- Apache Roller
- OpenTelemetry
- WordPress
- Score
- Spring Framework
- Spring
- Apache Streams
- Open Policy Agent
- Keycloak
- Kubernetes Operators
- Kafka Connect
- Lima
- Apache Rya
- SOPS
- Vite
- Argo
- Apache Spark
- Fluid
- Linux
- Apache Web Services
- Kubernetes
- Vitess
- Docker
- Node.js
- Elastic Stack
- Vue.js
- Elk Stack
- Elk
- C++
- Porter
- C#
- Apache SINGA
- Apache Storm
- Apache Hive
- werf
- Apache Drill
- Jenkins
- Swift
- Apache Velocity
- Apache Phoenix
- Rook
- PyTorch
- Apache Portals
- Apache Kafka
- Chef
- Apache FreeMarker
- Ansible
- Helm
- Apache Tcl
- Flux
- Hashicorp Vault
- Vault
- TCP/IP
- Object-Oriented Programming
- Lean Manufacturing
- Event Sourcing
- Entity Relationship
- Certificate Enrolment Protocols
- Dependency Injection
- Acceptance Criteria
- HTTP
- Equator Principles
- BLE
- Extreme Programming
- WebSockets
- Specification
- SUPPORT.md
- SecOps
- OCI
- NIO
- SPA
- REST
- SSO
- ISO
- CS
- NIST
- Defense In Depth
- Scaled Agile
- SAFe Agile
- Standards
- AIS
- SECURITY.md
- Write Ahead Log
- Regulation
- Lean Management
- Regulatory
- Actor Model
- Standard Operating Procedures
- LICENSE.md
- Protocol Buffers
- Raft
- Event-driven Architecture
- Methodology
- Functional Programming
- CONTRIBUTING.md
- SQL
- Agile Methodology
- Agile
- MapReduce
- IAM
- Enterprise Integration Patterns
- Integration Patterns
- SSL/TLS
- Quality Standards
- RACI
- Templates
- OpenAPI
- Accounting Standards
- Internal Control Standards
- Technical Specifications
- DevOps
- Data Models
- Prototypes
- Lean Six Sigma
- Standardization
- HTML
- Use Cases
- Product Backlog
- SOA
- Service Oriented Architecture
- Data Modeling
- Scrum
- Reactive Programming
- Security Standards
- SDLC
- XML
- Six Sigma
- Product Specifications
- Test Plans
- CODE_OF_CONDUCT.md
- Software Development Lifecycle
- Consensus
- OSHA
- Software Development Life Cycle
- Design Standards
- ITSM
- ITIL
- Software Design Patterns
- User Stories
- Convention Over Configuration
- SSH
- Security Standards And Procedures
- Design Patterns
- Process Flow Diagrams
- FinOps
- Schema Validation
- GDPR
- RBAC
- DNS
- CITATION.cff
- Test Cases
This page aggregates Naftiko Signals data for the Systems Engineer role across all 699 companies under coverage that exercise this role's vocabulary (services, tools, and standards). Aggregate signal score: 1,356,894.
Want to understand the methodology? See signals.naftiko.io.
