# Client Data Analyst

*/JobTypes/Client_Data_Analyst*

## Neighborhood

### Related (signature role)

- [Retail Data Provider](/CompanyTypes/Retail_Data_Provider) — signature role · CompanyTypes

### Related (delivered by)

- [Create and manage households](/Processes/Create_and_manage_households) — delivered by · Processes

### Required knowledge

- [Statistical Analysis](/Knowledge/Statistical_Analysis) — requires knowledge · Knowledge
- [Data Modeling Concepts](/Knowledge/Data_Modeling_Concepts) — requires knowledge · Knowledge
- [Data Quality](/Knowledge/Data_Quality) — requires knowledge · Knowledge
- [Data Analysis](/Knowledge/Data_Analysis) — requires knowledge · Knowledge
- [Customer Lifecycle Metrics](/Knowledge/Customer_Lifecycle_Metrics) — requires knowledge · Knowledge
- [Customer Segmentation](/Knowledge/Customer_Segmentation) — requires knowledge · Knowledge
- [CRM Data Models](/Knowledge/CRM_Data_Models) — requires knowledge · Knowledge
- [Subscription revenue mechanics](/Knowledge/Subscription_revenue_mechanics) — requires knowledge · Knowledge
- [Business Metrics Interpretation](/Knowledge/Business_Metrics_Interpretation) — requires knowledge · Knowledge
- [Customer Account Metrics](/Knowledge/Customer_Account_Metrics) — requires knowledge · Knowledge

### Required skills

- [Cohort and retention analysis](/Skills/Cohort_and_retention_analysis) — requires skill · Skills
- [Data visualization](/Skills/Data_visualization) — requires skill · Skills
- [SQL querying](/Skills/SQL_querying) — requires skill · Skills
- [Stakeholder reporting](/Skills/Stakeholder_reporting) — requires skill · Skills
- [Data Cleaning](/Skills/Data_Cleaning) — requires skill · Skills
- [Data Storytelling](/Skills/Data_Storytelling) — requires skill · Skills
- [Statistical Analysis](/Skills/Statistical_Analysis) — requires skill · Skills

### Requires ability

- [Numerical reasoning](/Ability/Numerical_reasoning) — requires ability · Ability
- [Clear written communication](/Ability/Clear_written_communication) — requires ability · Ability
- [Pattern recognition](/Ability/Pattern_recognition) — requires ability · Ability
- [Deductive Reasoning](/Ability/Deductive_Reasoning) — requires ability · Ability
- [Mathematical Reasoning](/Ability/Mathematical_Reasoning) — requires ability · Ability
- [Inductive Reasoning](/Ability/Inductive_Reasoning) — requires ability · Ability
- [Information Ordering](/Ability/Information_Ordering) — requires ability · Ability

### Perform

- [Surface upsell and expansion signals from usage data](/Tasks/Surface_upsell_and_expansion_signals_from_usage_data) — perform · Tasks
- [Respond to ad-hoc analytical requests from account teams](/Tasks/Respond_to_ad-hoc_analytical_requests_from_account_teams) — perform · Tasks
- [Build client segmentation and cohort analyses](/Tasks/Build_client_segmentation_and_cohort_analyses) — perform · Tasks
- [Develop account health and churn-risk metrics](/Tasks/Develop_account_health_and_churn-risk_metrics) — perform · Tasks
- [Reconcile client usage data across product systems](/Tasks/Reconcile_client_usage_data_across_product_systems) — perform · Tasks
- [Maintain client reporting datasets and definitions](/Tasks/Maintain_client_reporting_datasets_and_definitions) — perform · Tasks
- [Prepare client-facing data summaries and quarterly reviews](/Tasks/Prepare_client-facing_data_summaries_and_quarterly_reviews) — perform · Tasks
- [Validate data quality across client data sources](/Tasks/Validate_data_quality_across_client_data_sources) — perform · Tasks
- [Build client-facing usage and outcome reports](/Tasks/Build_client-facing_usage_and_outcome_reports) — perform · Tasks
- [Extract and clean client account datasets for analysis](/Tasks/Extract_and_clean_client_account_datasets_for_analysis) — perform · Tasks
- [Maintain recurring client reporting pipelines](/Tasks/Maintain_recurring_client_reporting_pipelines) — perform · Tasks
- [Run ad hoc analyses answering client business questions](/Tasks/Run_ad_hoc_analyses_answering_client_business_questions) — perform · Tasks
- [Segment client populations by behavior and value](/Tasks/Segment_client_populations_by_behavior_and_value) — perform · Tasks
- [Translate analysis findings into recommendations for account teams](/Tasks/Translate_analysis_findings_into_recommendations_for_account_teams) — perform · Tasks
- [Validate Data Quality](/Tasks/Validate_Data_Quality) — perform · Tasks
- [Query Client Datasets](/Tasks/Query_Client_Datasets) — perform · Tasks
- [Present Findings To Account Teams](/Tasks/Present_Findings_To_Account_Teams) — perform · Tasks
- [Maintain Client Dashboards](/Tasks/Maintain_Client_Dashboards) — perform · Tasks
- [Investigate Data Anomalies](/Tasks/Investigate_Data_Anomalies) — perform · Tasks
- [Build Client Reports](/Tasks/Build_Client_Reports) — perform · Tasks
- [Analyze Usage Patterns](/Tasks/Analyze_Usage_Patterns) — perform · Tasks

### Engage in

- [Develop account health and churn-risk metrics](/Activities/Develop_account_health_and_churn-risk_metrics) — engage in · Activities
- [Build client segmentation and cohort analyses](/Activities/Build_client_segmentation_and_cohort_analyses) — engage in · Activities
- [Build client-facing usage and outcome reports](/Activities/Build_client-facing_usage_and_outcome_reports) — engage in · Activities
- [Run ad hoc analyses answering client business questions](/Activities/Run_ad_hoc_analyses_answering_client_business_questions) — engage in · Activities
- [Segment client populations by behavior and value](/Activities/Segment_client_populations_by_behavior_and_value) — engage in · Activities
- [Analyze Usage Patterns](/Activities/Analyze_Usage_Patterns) — engage in · Activities
- [Build Client Reports](/Activities/Build_Client_Reports) — engage in · Activities

### Uses software

- [Python](/Software/Python) — uses software · Software
- [SQL](/Software/SQL) — uses software · Software
- [Looker](/Software/Looker) — uses software · Software
- [Microsoft Excel](/Software/Microsoft_Excel) — uses software · Software
- [Tableau](/Software/Tableau) — uses software · Software

### Type of

- [Data Scientists](/Occupations/Data_Scientists) — type of · Occupations

### Problems this exposes

- [recurring client deliverables are rebuilt from scratch each cycle instead of templated](/Problems/recurring_client_deliverables_are_rebuilt_from_scratch_each_cycle_instead_of_templated) — exposes problem · Problems
- [metric definitions differ between the client's BI tool and the analyst's SQL, sparking reconciliation disputes](/Problems/metric_definitions_differ_between_the_client's_BI_tool_and_the_analyst's_SQL,_sparking_reconciliation_disputes) — exposes problem · Problems
- [messy client-supplied CSVs need bespoke cleaning before any analysis can start](/Problems/messy_client-supplied_CSVs_need_bespoke_cleaning_before_any_analysis_can_start) — exposes problem · Problems
- [dashboard refreshes break silently when the client changes an upstream schema](/Problems/dashboard_refreshes_break_silently_when_the_client_changes_an_upstream_schema) — exposes problem · Problems
- [PII in client extracts must be masked manually before sharing externally](/Problems/PII_in_client_extracts_must_be_masked_manually_before_sharing_externally) — exposes problem · Problems
- [ad-hoc client questions interrupt deep analysis with no triage queue](/Problems/ad-hoc_client_questions_interrupt_deep_analysis_with_no_triage_queue) — exposes problem · Problems