Reporting Foundation
Clarify decision questions, define KPIs, map data sources, agree reporting owners and establish a reporting calendar.
Outcome: a controlled reporting blueprint
Data Analytics and Business Intelligence
Management Information Reports That Support Better Business Decisions
Rudrriv helps finance, operations and leadership teams turn fragmented business data into clear, recurring management reports. We structure KPIs, reconcile source information, prepare decision-ready packs and support ongoing reporting workflows so stakeholders can see performance, understand variances and focus on the actions that matter.
Request a ConsultationDocumented reporting workflows
Finance and operations context
Quality-controlled data checks
Flexible managed or dedicated support
Illustrative report view
Executive Performance Pack
Revenue trendOn planExample status
Gross marginReviewExample status
Cash outlookStableExample status
Monthly operating trend
PlanActualVariance
Direct answer
What Are Management Information Reports?
Management information reports are structured, recurring reports that bring together financial, operational and commercial data for decision-makers. They commonly include KPIs, period comparisons, budgets, forecasts, variances, commentary and agreed actions. Rudrriv can support report design, data preparation, dashboard production, management-pack creation, quality review and ongoing reporting operations. The service is most valuable when leaders need a consistent view across several systems or departments. Its effectiveness depends on reliable source data, clear metric definitions, stakeholder participation and an agreed governance process.
Service structure
A Practical Reporting Service Built Around Decisions
The scope can begin with a focused management pack or extend into a managed reporting function covering data preparation, analysis, commentary, distribution and continuous improvement.
Report Build and Validation
Create management packs, dashboards and supporting models, then test calculations, reconciliations and stakeholder usability.
Outcome: validated decision-ready outputsManaged Reporting Operations
Run recurring data collection, preparation, review, commentary, distribution, issue tracking and controlled improvements.
Outcome: a repeatable reporting cycleNeed help defining the right reporting scope?
Discuss your data sources, decision needs and reporting cycle with Rudrriv.
Business value
Key Value Propositions
Good management reporting does more than present numbers. It gives leaders a shared language for performance, exceptions and accountability.
Clearer Performance Visibility
Bring core financial, sales and operating indicators into a consistent view with defined calculations and ownership.
Business outcome: faster understanding of performanceMore Reliable Reporting Cycles
Use calendars, checklists, reconciliation points and review responsibilities to reduce avoidable delays and rework.
Business outcome: more predictable reportingFocused Management Attention
Highlight material variances, exceptions and actions rather than forcing stakeholders to interpret raw data.
Business outcome: better prioritisationConsistent KPI Definitions
Create a KPI dictionary so teams understand what each measure includes, excludes and depends on.
Business outcome: fewer metric disputesFlexible Reporting Capacity
Add analyst support for report builds, recurring production, peak workloads or specialist data tasks.
Business outcome: capacity aligned to demandControlled Data Handling
Apply access, review, version and issue-management controls appropriate to the reporting environment.
Business outcome: stronger reporting governanceCommon challenges
Problems Management Information Reporting Helps Solve
Reporting becomes difficult when data is fragmented, definitions differ between teams or packs arrive too late to guide decisions. Rudrriv structures the workflow around the underlying business problem.
Problem
Disconnected spreadsheets and systems
Business impact
Teams spend time collecting and reconciling data instead of interpreting it, while leaders receive inconsistent views.
How Rudrriv helps
Map data sources, establish transformation rules, define ownership and create a controlled source-to-report process.
Problem
Reports describe the past but not the action
Business impact
Management meetings focus on explaining numbers rather than agreeing priorities, owners and next steps.
How Rudrriv helps
Design exception-led reporting with variance commentary, decision prompts and action tracking aligned to each audience.
Problem
Different teams use different KPI definitions
Business impact
Stakeholders debate the metric rather than the underlying performance issue, weakening confidence in the pack.
How Rudrriv helps
Create an agreed KPI dictionary covering formula, data owner, source, exclusions, frequency and interpretation.
Problem
Reporting depends on one person
Business impact
Absence, turnover or workload peaks can delay reports and create operational risk.
How Rudrriv helps
Document procedures, introduce review checkpoints and provide managed or dedicated reporting capacity.
Have a reporting bottleneck or unreliable management pack?
Rudrriv can assess the workflow and recommend a practical scope.
Service suitability
Who This Service Is For
Management information reporting is suitable for organisations that need a recurring, cross-functional view of performance and are prepared to define ownership, data access and review responsibilities.
Good fit
- Growing startups and SMEs moving beyond basic accounting reports
- Multi-entity, multi-location or multi-department businesses
- Finance, operations, sales or executive teams with recurring reporting needs
- Ecommerce, agencies and professional-service firms tracking commercial and delivery metrics
- Enterprises needing additional reporting capacity or a controlled outsourced workflow
- Businesses replacing spreadsheet-heavy or person-dependent processes
May not be the right fit
- A standard platform report already answers the decision question
- The primary need is statutory audit, tax advice or regulated professional opinion
- Source data is unavailable and there is no sponsor for remediation
- The organisation needs a full ERP implementation rather than a reporting service
- Stakeholders cannot agree KPI definitions or provide review input
- The requirement is a one-off data export with no analysis or reporting workflow
Practical applications
Common Use Cases
Founder and Board Pack
Situation: Leaders need a concise view of cash, revenue, margin, pipeline, delivery and hiring.
Scope: KPI design, monthly pack, commentary and action log.
KPIs: reporting timeliness, forecast variance, cash runway and action closure.
Multi-Channel Ecommerce Reporting
Situation: Sales, marketing, inventory and fulfilment data sit across several platforms.
Scope: source mapping, margin view, channel dashboard and exception reporting.
KPIs: contribution margin, stock cover, refund rate and acquisition efficiency.
Professional Services Performance Pack
Situation: Management needs visibility into utilisation, pipeline, delivery capacity and project economics.
Scope: report model, KPI dictionary, project profitability and capacity views.
KPIs: utilisation, realisation, backlog, project margin and debtor days.
Departmental Cost and Productivity Reporting
Situation: Department heads need comparable cost, workload and service information.
Scope: allocation logic, productivity metrics, variance commentary and governance.
KPIs: cost per unit, throughput, backlog, service level and rework.
Agency Portfolio Reporting
Situation: Client and internal reports require consistent preparation across accounts.
Scope: templates, data workflow, quality checks and scheduled production support.
KPIs: on-time delivery, revision rate, data exceptions and account coverage.
Reporting Transition and Stabilisation
Situation: A business is replacing an internal owner or external provider without disrupting reporting.
Scope: documentation review, parallel run, controls validation and staged handover.
KPIs: transition issues, reconciliation accuracy, cycle completion and dependency closure.
Service capabilities
Management Reporting Capabilities
Capabilities are grouped around the reporting lifecycle so the service can be scoped as a focused project, recurring operation or integrated reporting function.
Reporting Strategy and Governance
Covers stakeholder interviews, decision-question mapping, KPI hierarchy, ownership, cadence, reporting calendar and approval structure. Inputs include existing packs, business plans, organisation structure and management meeting requirements. Deliverables may include a reporting blueprint, KPI dictionary and governance matrix. This work depends on stakeholder alignment and does not replace statutory governance or licensed advice.
Data Preparation and Reconciliation
Includes source mapping, data extraction support, cleaning, categorisation, transformation, allocation logic and source-to-report reconciliation. Typical inputs are accounting data, CRM records, operational systems, ecommerce platforms and spreadsheets. Outputs include controlled datasets, exception logs and reconciliation evidence. Automation is considered where stable access and repeatable rules exist.
Management Packs and Dashboards
Includes layout design, executive summaries, financial and operational sections, period comparisons, visualisations, commentary prompts and action tracking. Outputs can be delivered as spreadsheets, presentation packs, PDFs or interactive dashboards. The best format depends on audience, frequency, licences, security and maintenance capability.
Analysis and Commentary Support
Includes variance analysis, trend interpretation, exception identification, driver analysis and structured commentary. Business owners provide context for events, decisions and assumptions. Rudrriv can organise evidence and highlight questions, but management remains responsible for decisions and any regulated financial, legal or statutory conclusions.
Reporting Operations and Improvement
Includes recurring production, workflow coordination, quality review, issue management, distribution, archive control and approved enhancements. Ongoing service can use managed, dedicated or outsourced-team models. Dependencies include timely source data, access continuity, agreed service levels and a functioning change-control process.
What you receive
Decision-Ready Deliverables
Deliverables are selected according to the reporting objective, source-system maturity and operating model. A focused engagement may use only a subset.
| Deliverable | What it includes | Format | Delivery stage | Client input required |
|---|---|---|---|---|
| KPI dictionary | Definitions, formulas, owners, sources, exclusions and frequency | Spreadsheet or document | Design | Metric decisions and approvals |
| Data-source map | Systems, fields, owners, access routes and dependencies | Diagram and register | Assessment | System access and subject-matter input |
| Management reporting pack | Executive summary, financials, operations, sales, people and actions as relevant | Spreadsheet, slides or PDF | Build and recurring cycle | Business context and review |
| Interactive dashboard | Filtered KPI views, trends, drill-downs and exception indicators | BI platform | Implementation | Licences, access and user testing |
| Variance commentary | Material deviations, likely drivers, decisions and follow-up questions | Pack section or commentary log | Reporting cycle | Operational explanations |
| Quality-control checklist | Reconciliations, formula checks, thresholds, approvals and issue handling | Checklist and evidence log | QA and operations | Control requirements |
| Reporting calendar | Source deadlines, preparation steps, reviews, sign-offs and distribution | Calendar or workflow board | Setup | Stakeholder availability |
| Operating documentation | Procedures, roles, assumptions, version control and change process | Runbook | Handover or managed service | Policy and ownership decisions |
Unsure which deliverables are necessary?
Start with the decisions the report must support, then define the smallest useful reporting scope.
Delivery method
How Rudrriv Delivers Management Information Reporting
The process creates a controlled path from management questions to recurring outputs. Timing varies with data access, complexity, stakeholder availability and required automation.
Discovery
Confirm decision-makers, reporting pain points, audience, cadence and success criteria.
Output: discovery summaryData Assessment
Review source systems, current packs, definitions, data quality, access and dependencies.
Output: source and risk mapKPI and Scope Design
Agree measures, ownership, report sections, workflow, exclusions and review points.
Output: reporting blueprintPrototype Build
Create the initial pack or dashboard using representative data and documented assumptions.
Output: working prototypeValidation
Reconcile calculations, test usability, review exceptions and obtain stakeholder feedback.
Output: validation logProduction Setup
Establish calendars, controls, responsibilities, distribution and issue escalation.
Output: operating workflowReporting Cycle
Collect data, prepare reports, review quality, add commentary and distribute approved outputs.
Output: decision-ready reportOptimisation
Review adoption, data issues, changing decisions and approved enhancements.
Output: improvement backlogShared responsibilities: Rudrriv manages the agreed reporting workflow and controls. The client provides authorised access, accurate context, timely approvals and accountable owners for business decisions.
Technology ecosystem
Technology and Platform Expertise
The technology stack should fit the reporting objective, data volume, security model, available licences and internal maintenance capability. Rudrriv can work within existing environments or help assess practical options.
Analysis and Reporting
Used for modelling, management packs, visualisation and controlled distribution.
Finance and ERP Sources
Provide general ledger, billing, purchasing, inventory and entity-level information.
Commercial and Operational Sources
Support sales, marketing, ecommerce, service, project and customer reporting.
Data and Integration
Used where reporting requires repeatable extraction, transformation and governed datasets.
Workflow and Collaboration
Coordinate deadlines, reviews, issue resolution, approvals and documentation.
Selection Considerations
Evaluate access control, licence cost, data refresh, scalability, auditability, portability and user skill.
Need reporting that works with your current systems?
Rudrriv can map the available sources and identify a maintainable reporting approach.
Flexible delivery
Engagement Models
Choose a model based on whether you need a defined build, recurring ownership, additional capacity or a broader outsourced reporting operation.
| Model | Best for | Client involvement | Flexibility | Billing approach | Main advantage | Main limitation |
|---|---|---|---|---|---|---|
| Fixed-scope project | New pack, dashboard or reporting blueprint | High during discovery and approval | Moderate | Milestone or fixed fee | Clear deliverables | Changes require re-scoping |
| Time and materials | Uncertain data or evolving requirements | Regular prioritisation | High | Time used | Adapts as learning develops | Final cost depends on effort |
| Monthly managed service | Recurring production and improvement | Defined review and context input | High within capacity | Monthly retainer | Repeatable reporting operations | Requires stable governance |
| Dedicated specialist | Ongoing embedded analyst capacity | Day-to-day direction | High | Monthly capacity | Continuity and business familiarity | Client must manage priorities |
| Dedicated team / BPO | Multi-report, multi-entity operations | Governance and service reviews | Scalable | Team or transaction basis | Broader controlled capacity | Transition and documentation effort |
| Build-operate-transfer | Creating a reporting function for later transfer | High during design and transition | Structured | Phase-based | Capability can move in-house | Needs clear transfer criteria |
Illustrative scenarios
Practical Examples
These examples show how a scope may be structured. They are not client case studies and do not imply a specific performance result.
Scaling SaaS Business
Situation: A leadership team uses separate finance, CRM and product reports.
Scope: Monthly executive pack covering recurring revenue, pipeline, churn, cash and delivery.
Model: Fixed build followed by managed monthly reporting.
Measurement: on-time delivery, reconciliation exceptions, usage and action closure.
Multi-Store Retailer
Situation: Store, ecommerce, inventory and payroll data are reviewed independently.
Scope: Location and channel reporting with sales, margin, labour and stock exceptions.
Model: Dedicated reporting analyst with central quality review.
Measurement: data completeness, revision rate, stock exceptions and reporting cycle time.
Professional Services Group
Situation: Management lacks a consistent view of utilisation, backlog and project profitability.
Scope: KPI definitions, project economics model and partner-level management pack.
Model: Time-and-materials discovery, then managed support.
Measurement: source reconciliation, adoption, forecast accuracy and unresolved exceptions.
Relevant case-study formats
How Reporting Engagements Can Be Evaluated
Company-specific case-study evidence should be added only after client approval. The following case-study structures show the evidence buyers should look for.
Reporting redesign
From fragmented packs to one management view
Evidence should document the original sources, definition conflicts, redesigned reporting hierarchy, control process and measurable changes in timeliness, revision rate or stakeholder use.
Evidence required: approved client attribution, baseline, methodology and outcome period.
Managed reporting
Stabilising a recurring reporting cycle
Evidence should explain transition steps, service controls, parallel runs, issue resolution and performance against agreed reporting service levels.
Evidence required: approved service data, scope boundaries and client review.
Measurement
Expected Outcomes and KPIs
The service is designed to improve information quality, reporting discipline and decision support. Business outcomes should be evaluated with an agreed baseline and appropriate context.
Business outcomes
Better visibility of performance, clearer accountability and more focused management discussions.
Operational outcomes
More predictable reporting cycles, fewer manual handoffs and reduced reporting rework.
Financial outcomes
Improved cost visibility, clearer margin drivers and more structured cash or forecast review.
Technical outcomes
Better-defined data flows, controlled calculations, stronger documentation and maintainable reporting assets.
| KPI | What it measures | Baseline required | Reporting frequency | Important limitation |
|---|---|---|---|---|
| On-time report delivery | Reports issued by the agreed deadline | Current cycle performance | Each cycle | Depends on timely source data and approvals |
| Data completeness | Required fields and sources available | Current missing-data rate | Each refresh | Does not prove source accuracy |
| Reconciliation exceptions | Unresolved source-to-report differences | Current exception volume | Each cycle | Materiality thresholds must be agreed |
| Revision rate | Reports requiring correction after review | Historical revision rate | Monthly or quarterly | Scope changes should be separated from errors |
| Stakeholder adoption | Use of reports in agreed meetings or workflows | Current usage | Monthly or quarterly | Usage does not prove decision quality |
| Action closure | Agreed actions completed by due date | Current closure pattern | Each management cycle | Management owns the action, not the report |
| Forecast variance | Difference between forecast and actual | Historical forecast accuracy | Monthly or quarterly | External events may materially affect results |
Actual outcomes depend on the starting position, available data, implementation quality, client participation, market conditions, technology constraints, and agreed service scope.
Commercial planning
Pricing and Cost Factors
Management information reporting is usually priced as a fixed implementation, time-and-materials project, monthly managed service or dedicated-capacity engagement. A credible estimate requires a review of the actual reporting environment.
Scope complexity
Number of reports, entities, departments, KPIs, dimensions and stakeholder groups.
Data environment
Number of systems, access method, data quality, manual preparation and integration needs.
Reporting cadence
Monthly, weekly or daily cycles; review windows; commentary depth and distribution needs.
Delivery model
Project, managed service, dedicated specialist, team, white-label support or transfer model.
Control requirements
Security, segregation of duties, review levels, audit evidence and compliance constraints.
Service coverage
Time zones, support hours, backup capacity, languages and stakeholder coordination.
Technology
Licences, dashboard platforms, connectors, data storage and automation maintenance.
Change and migration
Provider transition, historical data, model remediation, documentation and training.
Normally included: agreed discovery, production tasks, reviews and deliverables. May cost extra: new software licences, major data remediation, third-party integration work, expanded scope, accelerated turnaround or specialist compliance review.
Request a scope-based estimate.
Share the current reports, source systems, frequency and decision audience so the estimate reflects the real work.
Provider evaluation
Why Consider Rudrriv
Rudrriv combines data, finance, operations, technology and outsourced-delivery capabilities. Buyers should validate the specific team, experience and controls proposed for their engagement.
01
Cross-functional delivery
Reporting can involve finance, operations, data and technology specialists rather than treating the task as formatting alone.
Evidence to request: proposed team profiles and relevant work samples.02
Flexible engagement models
Scope can move from a defined build to managed reporting, dedicated capacity or an outsourced team.
Evidence to request: service model, responsibilities and change process.03
Documented workflows
Calendars, checklists, definitions, review points and runbooks support repeatability and transition.
Evidence to request: sample control documentation.04
Quality-control checkpoints
Reconciliations, exception logs and reviewer sign-off can be built into the operating model.
Evidence to request: quality plan and escalation path.05
Scalable reporting capacity
Additional support can be structured for peak periods, wider coverage or expanding report portfolios.
Evidence to request: staffing and continuity plan.06
Clear communication
A named coordinator, agreed review rhythm and visible issue tracking help stakeholders stay aligned.
Evidence to request: governance and reporting cadence.Evaluate Rudrriv against your reporting priorities.
Discuss scope, responsibilities, controls and team structure before selecting an engagement model.
Responsible delivery
Security, Quality, and Compliance Controls
Management reports may contain financial, employee, customer and commercially sensitive data. Controls must be matched to the client environment, contract, data classification and applicable obligations.
Access Control
Role-based access, least-privilege permissions, multi-factor authentication and prompt access removal where supported.
Secure Data Handling
Approved storage, secure transfer, controlled credential sharing, data minimisation and retention rules.
Quality Review
Source reconciliations, formula checks, exception thresholds, reviewer sign-off and documented corrections.
Auditability
Version control, change logs, approval records, issue trails and retained evidence where required.
Continuity and Escalation
Backup staffing, incident escalation, dependency tracking and documented recovery steps for recurring cycles.
Scope Boundaries
Reporting support is analytical and operational. It does not replace licensed professional advice, statutory sign-off or management responsibility.
Recognition, technology ecosystems, and delivery experience
Connected Capability Across Business Functions
Management reporting often depends on finance systems, commercial platforms, data tools and operational workflows. Rudrriv’s broader digital, technology, analytics and business-support context can help coordinate the reporting inputs that sit across these functions.
Rudrriv customer feedback
Customer Feedback
The cards below are illustrative examples of the feedback themes relevant to management reporting engagements. Published testimonials should be replaced with approved, attributable customer statements before use as commercial proof.
★★★★★
“The reporting structure gave our leadership team a clearer way to review revenue, margin, delivery and cash in one meeting. The strongest improvement was consistency: definitions, owners and review steps were documented rather than held by one person.”
Amelia HartChief Operating OfficerProfessional Services
★★★★★
“Our monthly pack previously required extensive manual consolidation. The redesigned workflow made source responsibilities and quality checks much easier to manage, while the commentary format helped department heads focus on material exceptions and actions.”
Daniel OkaforFinance DirectorMulti-location Retail
★★★★★
“The team helped us define KPIs before building dashboards, which prevented familiar disagreements about formulas. The resulting reporting process is more understandable for executives and more maintainable for the analysts who produce it.”
Sofia MendesHead of Business IntelligenceTechnology Services
★★★★★
“We needed additional capacity without losing control of sensitive financial and customer information. Clear access rules, review checkpoints and a visible issue log made the managed reporting arrangement easier to govern.”
Marcus LeeVP FinanceEcommerce
★★★★★
“The transition plan was practical and reduced dependency on the outgoing report owner. Parallel runs, reconciliations and operating documentation gave us confidence that the reporting cycle could continue without relying on informal knowledge.”
Priya RamanDirector of OperationsBusiness Process Services
★★★★★
“Our management meetings are now organised around a concise set of measures and decisions rather than a large collection of disconnected spreadsheets. The service helped us separate useful indicators from data that did not change an action.”
Jonathan WeissManaging PartnerAdvisory Firm
Buyer questions
Frequently Asked Questions
These answers cover scope, delivery, cost, controls and practical limitations so stakeholders can assess the service independently.
What are management information reports?
Management information reports are recurring, decision-focused reports that combine financial, operational and commercial data so leaders can monitor performance, investigate variances and act with greater confidence. Their usefulness depends on agreed definitions, reliable source data and a reporting cadence matched to management needs.
What is included in Rudrriv's management information reporting service?
The service can include requirements discovery, KPI definition, data mapping, report design, data preparation, dashboard or pack production, commentary, quality checks, distribution and ongoing refinement. The exact scope depends on source systems, reporting frequency, stakeholder needs and the level of analysis required.
Which businesses benefit most from management information reports?
Growing companies, multi-department businesses, ecommerce teams, professional-service firms, agencies and enterprises often benefit when decisions depend on several systems or spreadsheets. Very small businesses with simple reporting needs may be better served by a standard accounting or platform report.
What deliverables can we expect?
Typical deliverables include a KPI dictionary, data-source map, reporting calendar, management pack, executive dashboard, variance analysis, commentary template, data-quality log and operating documentation. Deliverables are selected according to the agreed decision questions and available data.
How does the reporting process work?
The process normally moves from discovery and data assessment through KPI design, prototype creation, validation, production, quality review and ongoing optimisation. Client stakeholders provide system access, definitions, context and timely review; Rudrriv coordinates the reporting workflow and documented controls.
How long does implementation take?
Implementation time varies with the number of data sources, data quality, stakeholder availability, required automation and complexity of the reporting model. A focused report using clean data is faster than a multi-entity pack that requires reconciliations, integrations and governance design.
How is management information reporting priced?
Pricing is usually based on setup complexity, report volume, reporting frequency, number of entities, integrations, analyst seniority, commentary requirements and support coverage. Rudrriv prepares an estimate after reviewing the reporting objectives, source systems and expected operating model.
Who works on the reporting engagement?
A typical team may include a reporting analyst, finance or operations specialist, data analyst, quality reviewer and delivery coordinator. The team structure depends on whether the work is a one-off build, managed monthly service, dedicated specialist assignment or broader business intelligence programme.
Which technologies can be used?
Relevant tools may include Microsoft Excel, Google Sheets, Power BI, Tableau, Looker Studio, SQL databases, accounting platforms, ERP systems, CRM platforms and workflow tools. Technology selection depends on security, data volume, existing licences, user capability and maintenance requirements.
How will we communicate during delivery?
Communication can include a named delivery contact, agreed review meetings, issue tracking, change logs and documented approval points. Frequency and channels should match the reporting cycle, stakeholder availability and urgency of decisions.
How is report quality controlled?
Quality controls can include source-to-report reconciliations, formula reviews, variance checks, exception thresholds, version control, reviewer sign-off and a documented data-quality log. Controls reduce errors but cannot fully compensate for incomplete or inaccurate source data.
How is sensitive business data protected?
Appropriate controls can include role-based access, least-privilege permissions, multi-factor authentication, secure file transfer, confidentiality obligations, audit trails and access removal. Final controls depend on the client's systems, policies, regulations and approved delivery environment.
Who owns the reports and working files?
Ownership, licences, source files, reusable templates and handover materials should be defined in the contract. Client-specific outputs are normally handled according to the agreed terms, while third-party software remains subject to its own licence conditions.
Can Rudrriv take over from an existing reporting provider?
Yes, a transition can be structured around document review, access transfer, parallel runs, control validation and staged handover. The risk and effort depend on documentation quality, provider cooperation, data access and the complexity of existing models.
How are results measured?
Performance can be measured through report timeliness, data completeness, reconciliation exceptions, revision rate, stakeholder adoption, decision-cycle time and action closure. Measurement should begin with a documented baseline and should not treat correlation as proof that reporting alone caused a business outcome.