Big data, data science & BI
Business intelligence & reporting
Possible deliverable
Explore this service An agreed metric framework with verifiable calculations and clear reports.
Big data, data science & BITurn data into insight.
Turn data into insight.
With the right expertise.
Your team can make decisions using traceable data. We support recruitment for data, AI and BI roles. Data preparation and reporting can also be scoped as managed work packages.
The underlying challenge
Capacity helps when the task is clear.
Sales, finance and management see different results when asking the same question. Shared definitions, a clear data cut-off or a route from totals back to source records are often missing.
Our approach
We start with the decision: which metric is needed and at what level can it be trusted? Sources, grain, refresh and access determine implementation. Excel, Power BI and SQL are selected to fit your existing environment.
Quality receives a concrete check
Business control values are agreed before visualisation. Ratios, balances and totals receive distinct test cases. Acceptance covers source data, typical filter combinations, refresh and documented handover.
Start with a task
What progress do you need?
Choose the area whose outcome is closest to your initiative. Its detail page connects capabilities, relevant roles and tools.
Data analysis
Turn business questions into dependable analysis.
Possible outcomeAnalysis with traceable metric definitions
Understand the task & capabilities ↗Data engineering & quality
Provide dependable data for downstream applications.
Possible outcomeData flow with documented controls
Understand the task & capabilities ↗AI governance & responsible AI
Support AI applications with clear ownership and review criteria.
Possible outcomeAI inventory with ownership and review paths
Understand the task & capabilities ↗Data product management
Align data delivery with concrete user needs.
Possible outcomePrioritised data product with clear acceptance criteria
Understand the task & capabilities ↗Services in this field
A clear scope. A verifiable result.
Big data, data science & BI
Data platforms & data quality
- Data engineering
- Data architecture and data warehousing
- Data stewardship
- Data preparation and migration
Possible deliverable
Explore this service Documented data flows with unique keys, quality rules and an exception log.
Big data, data science & BI
Analytics & decision models
- Data science
- Financial and M&A analysis
- ESG and environmental data analysis
- Business analysis and scenario models
Possible deliverable
Explore this service A model with explicit assumptions, a comparison baseline and interpretation limits.
Big data, data science & BI
AI & machine learning
- Data science and statistical models
- Machine learning engineering
- Model validation
- AI-assisted data workflows
Possible deliverable
Explore this service A scoped modelling or analysis brief with review criteria and documented limitations.
Big data, data science & BI
AI governance & risk assessment
- Inventory use cases and risks
- Design assessments and approval rules
- Document evidence and changes
- Quality & specialist handover
Possible deliverable
Explore this service AI inventory with ownership and review paths.
Tools in context
What does each tool contribute to the task? The detail pages connect assignments, roles and outputs.
Microsoft Power BI ↗Model metrics and build interactive reports.SQL ↗Query, join and validate data.Microsoft SQL Server ↗Maintain relational datasets and loading processes.PostgreSQL ↗Work on data models, queries and database operations.Python ↗Program data processing and reproducible analysis.dbt ↗Model, document and test SQL transformations.
Explore all tools in this field ↗Inside the work
Explore the difference yourself.
This sample makes decisions and their consequences visible. Project-specific business rules are agreed before delivery.
POWER BI / INTERACTIVE EXAMPLE
Invented dataFrom overview to business transaction
Filter by region, period and product. Select a month to inspect its underlying rows.
Enable JavaScript to explore filters and calculations. The explanation is available below this example.
Relevant specialist roles
Which expertise does your team need?
Role profiles describe responsibilities and requirements. Actual people and availability are established through a search.
Data analyst
Clean data, investigate business questions and explain the findings.
Explore the role ↗Power BI developer
Develop semantic models, DAX measures and reports for agreed user tasks.
Explore the role ↗Sales analyst
Analyse sales results across pipeline, products and accounts.
Explore the role ↗Sales forecasting specialist
Translate sales records into a reviewable forecast with documented assumptions.
Explore the role ↗PowerPoint charting specialist
Translate analysis into clear charts and consistent management presentations.
Explore the role ↗Data processing specialists
Structure incoming data, standardise formats and handle exceptions explicitly.
Explore the role ↗Capability compass
Which combination moves your project forward?
Connect your task to relevant capabilities. A tool selection narrows the working environment; the results explain each professional connection.
Starting pointTurn data into insight.
With the right expertise.Search the full catalogue ↗
03Reasoned role selectionTask · capabilities · outcome
The professional connection becomes clear through tasks and possible outputs.
Data analyst
Clean data, investigate business questions and explain the findings.
Your possible outcome
Reproducible analysis with control totals and reasoned conclusions.
Power BI developer
Develop semantic models, DAX measures and reports for agreed user tasks.
Your possible outcome
Power BI solution with a metric catalogue, test cases and handover documentation.
Sales analyst
Analyse sales results across pipeline, products and accounts.
Your possible outcome
Sales report with consistent stage definitions and explained variances.
Capability profiles for orientation. An individual’s suitability is assessed against the search brief.
Refine the selection ↗Your assignment with VB Analyst
Choose expertise. Define the engagement.
A capacity gap does not always require a permanent role. Choose a model by responsibility, duration and desired outcome.
Useful information for your enquiry
Big data, data science & BI
Which initiative in Big data, data science & BI is blocked, what expertise is missing and what should your team own afterwards?
Possible work objective
Agreed metric catalogue with business owners
- Task, existing systems and scope
- Essential criteria, internal contact and approval
- Preferred start, duration, capacity and budget range
You can leave undecided details open. Non-confidential information is enough for initial contact.
Selected model: Project support
Discuss these requirements ↗View this model and its responsibilities ↗What happens next
From enquiry to a well-prepared start
- Define the requirement
We clarify the task, priority and outstanding requirements with you.
- Assess specialist fit
Relevant experience is assessed against the assignment. Open questions and working parameters remain visible.
- Agree selection and scope
You decide through specialist discussions. Capacity, terms and responsibilities are agreed.
- Prepare onboarding
Access, the first milestone, contacts and handover are established.
How soon can work start?
Timing depends on suitable availability, selection, agreement and access. For urgent needs, separate essential initial work from later tasks. A binding start date is confirmed for the specific assignment.
A useful starting point
Anything still unclear?
Short answers for your next step. We can work through your specific situation together.
Discuss my question ↗What belongs to this area?
We support recruitment for data, AI and BI roles. Data preparation and reporting can also be scoped as managed work packages.
Can I hand over one specific task?
Yes, if inputs, outputs and ownership can be defined. We agree which parts stay with your team and how acceptance is assessed.
Are the specialists available now?
The profiles describe capabilities and typical assignments. Actual people, availability, terms and engagement are assessed for your specific need.