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AI Data & Analytics Careers

Explore 62 career paths in AI Data & Analytics. Compare salaries, AI risk scores, and learning roadmaps to find your ideal role.

62 Roles
8.8 Avg Demand
21% Avg AI Risk
62 Remote-Friendly
AI Data & Analytics Intermediate

AI Data Pipeline Engineer

An AI Data Pipeline Engineer designs, builds, and maintains the end-to-end data infrastructure that feeds modern AI and ML systems…

Demand 9.1/10
AI Risk 15%
Salary $110,000-$185,000/yr
Python programming with data-centric libraries (pandas, Polars, PySpark, Dask)ETL/ELT pipeline design and orchestration (Airflow, Dagster, Prefect, Mage)Cloud data platform engineering (AWS Glue, BigQuery, Snowflake, Databricks)Stream processing (Kafka, Flink, Spark Streaming, Kinesis) +8
AI Data & Analytics Advanced

AI Data Lake Engineer

An AI Data Lake Engineer designs, builds, and optimizes large-scale data lake and lakehouse architectures purpose-built for AI and…

Demand 9.1/10
AI Risk 15%
Salary $120,000-$210,000/yr
Lakehouse architecture design using Delta Lake, Apache Iceberg, or Apache HudiDistributed data processing with Apache Spark (PySpark) and DaskCloud data infrastructure on AWS (S3, Glue, Lake Formation, Athena), GCP (BigQuery, GCS, Dataplex), or Azure (Synapse, ADLS)Data pipeline orchestration with Apache Airflow, Dagster, or Prefect +8
AI Data & Analytics Intermediate

AI Data Governance Specialist

An AI Data Governance Specialist ensures the integrity, compliance, privacy, and ethical quality of data used across AI and machin…

Demand 9.1/10
AI Risk 15%
Salary $105,000-$185,000/yr
Data lineage design and implementation for ML pipelinesPII detection, classification, and anonymization techniquesRegulatory compliance mapping (GDPR, CCPA, EU AI Act, NIST AI RMF)Bias and fairness auditing in training datasets +8
AI Data & Analytics Intermediate

AI Data Compliance Specialist

AI Data Compliance Specialists ensure that datasets, model pipelines, and AI deployments adhere to evolving global regulations suc…

Demand 9.1/10
AI Risk 15%
Salary $95,000-$175,000/yr
Global data privacy regulation expertise (GDPR, CCPA/CPRA, LGPD, PIPL, APPI)EU AI Act risk classification and conformity assessmentData lineage tracking and provenance documentation for ML pipelinesPrivacy-preserving machine learning techniques (differential privacy, federated learning, data anonymization) +8
AI Data & Analytics Intermediate

AI Operations Analytics Specialist

An AI Operations Analytics Specialist monitors, measures, and optimizes the performance, cost, and reliability of AI-powered syste…

Demand 9.1/10
AI Risk 15%
Salary $95,000-$165,000/yr
LLM telemetry collection and aggregation (token counts, latency, model versions)Prompt-response quality scoring and evaluation pipeline designCost attribution and forecasting for multi-model, multi-tenant AI systemsSQL and analytical querying of operational and event-level datasets +8
AI Data & Analytics Advanced

AI Financial Analytics Specialist

An AI Financial Analytics Specialist leverages machine learning models, NLP, and generative AI to extract actionable intelligence …

Demand 9.1/10
AI Risk 25%
Salary $105,000-$195,000/yr
Financial statement analysis and accounting fundamentals (GAAP/IFRS literacy)Time-series forecasting with ARIMA, Prophet, and LSTM architecturesNatural Language Processing for financial text (earnings calls, 10-K filings, news sentiment)Retrieval-Augmented Generation (RAG) for proprietary financial knowledge bases +8
AI Data & Analytics Advanced

AI Analytics Engineering Specialist

An AI Analytics Engineering Specialist bridges data engineering, analytics, and AI/ML to build intelligent data pipelines and auto…

Demand 9.1/10
AI Risk 20%
Salary $105,000-$185,000/yr
Advanced SQL optimization for analytical workloads across Snowflake, BigQuery, and Databricksdbt (data build tool) for version-controlled, testable analytics transformationsPython for data pipeline scripting, API integration, and AI model orchestrationLLM integration patterns including prompt engineering, function calling, RAG pipelines, and embedding generation +8
AI Data & Analytics Advanced

AI Feature Store Engineer

An AI Feature Store Engineer designs, builds, and maintains the centralized repository (Feature Store) that serves curated, versio…

Demand 9.0/10
AI Risk 20%
Salary $140,000-$240,000/yr
Advanced SQL and data modeling (dimensional, wide tables)Distributed data processing (Spark, Flink, Beam)Feature engineering and domain-driven feature conceptualizationReal-time and batch data pipeline design (ETL/ELT) +8
AI Data & Analytics Advanced

AI Streaming Data Engineer

An AI Streaming Data Engineer designs, builds, and maintains the real-time data pipelines that fuel modern AI systems, transformin…

Demand 9.0/10
AI Risk 15%
Salary $130,000-$200,000/yr
Real-time data ingestion and message queuing (e.g., Kafka, Kinesis)Stream processing framework design (e.g., Apache Flink, Spark Structured Streaming)Cloud data platform architecture (AWS, GCP, Azure)Data modeling for low-latency access (e.g., wide-column stores, in-memory DBs) +8
AI Data & Analytics Advanced

AI Data Privacy Analyst

The AI Data Privacy Analyst is a critical hybrid role ensuring AI systems respect privacy regulations, build user trust, and manag…

Demand 9.0/10
AI Risk 30%
Salary $90,000-$155,000/yr
Deep understanding of global privacy regulations (GDPR, CCPA, LGPD, PIPL)Data Protection Impact Assessment (DPIA) for AI systemsPrivacy-by-Design & Privacy Engineering principlesAI/ML pipeline literacy (data collection, labeling, training, deployment) +8
AI Data & Analytics Intermediate

AI Dataset Curator

An AI Dataset Curator designs, assembles, cleans, and maintains the high-quality datasets that power machine learning and large la…

Demand 9.0/10
AI Risk 25%
Salary $75,000-$145,000/yr
Dataset schema design and annotation guideline authoringData cleaning and normalization with Python (pandas, polars, NumPy)Label quality assurance: inter-annotator agreement (Cohen's kappa, Fleiss' kappa), consensus modeling, and adjudication workflowsBias and representativeness auditing across demographic, geographic, and topical dimensions +8
AI Data & Analytics Advanced

AI Benchmark Dataset Designer

An AI Benchmark Dataset Designer architects curated evaluation datasets that objectively measure AI model capabilities, safety, fa…

Demand 9.0/10
AI Risk 25%
Salary $110,000-$195,000/yr
Benchmark task design and taxonomy creationStatistical methodology for evaluation (confidence intervals, effect sizes, bootstrap)Prompt engineering and adversarial input craftingAnnotation pipeline design with inter-annotator reliability metrics (Cohen's kappa, Krippendorff's alpha) +8
AI Data & Analytics Intermediate

AI Multimodal Dataset Engineer

An AI Multimodal Dataset Engineer designs, curates, and maintains large-scale datasets that combine text, image, audio, video, and…

Demand 9.0/10
AI Risk 25%
Salary $95,000-$175,000/yr
Multimodal data schema design (text-image-audio-video alignment and cross-referencing)Large-scale data pipeline engineering with Apache Beam, Spark, or DaskData quality assurance: automated metrics (perplexity filters, CLIP score thresholds, deduplication) and human-in-the-loop workflowsVersion control and provenance tracking for datasets (DVC, LakeFS, Delta Lake) +8
AI Data & Analytics Intermediate

AI Product Analytics Specialist

An AI Product Analytics Specialist measures, interprets, and optimizes the performance of AI-powered products-from LLM chatbots an…

Demand 9.0/10
AI Risk 15%
Salary $95,000-$165,000/yr
AI product KPI design (defining meaningful metrics for LLM, CV, and recommendation products)Event instrumentation and telemetry for AI features (tracing prompts, responses, latency, token usage)Statistical experimentation and A/B testing for AI-powered featuresLLM evaluation frameworks (BLEU, ROUGE, human preference scoring, LLM-as-judge) +8
AI Data & Analytics Intermediate

AI Marketing Analytics Specialist

An AI Marketing Analytics Specialist combines deep marketing domain knowledge with modern AI and ML tooling to extract actionable …

Demand 9.0/10
AI Risk 25%
Salary $90,000-$165,000/yr
Marketing attribution modeling (multi-touch, algorithmic, data-driven)Python for marketing data analysis (pandas, scikit-learn, statsmodels)LLM integration for automated insights and report generationSQL and data warehousing for marketing data (BigQuery, Snowflake) +8
AI Data & Analytics Intermediate

AI Business Intelligence Analyst

An AI Business Intelligence Analyst bridges traditional business intelligence with AI-powered analytics, using LLMs, machine learn…

Demand 8.7/10
AI Risk 25%
Salary $85,000-$165,000/yr
SQL mastery for complex queries, window functions, CTEs, and data warehouse optimizationPython for data analysis (pandas, numpy) and AI API integration (OpenAI SDK, LangChain)Prompt engineering and LLM output validation for business-critical queriesData visualization and storytelling with tools like Tableau, Power BI, or Looker +8
AI Data & Analytics Intermediate

AI Data Visualization Engineer

An AI Data Visualization Engineer designs and builds intelligent, interactive visual narratives from complex datasets using modern…

Demand 8.7/10
AI Risk 25%
Salary $95,000-$175,000/yr
Advanced data visualization theory (Tufte principles, perceptual encoding, color science)Proficiency in JavaScript/TypeScript for interactive visualization (D3.js, Observable Plot, Vega-Lite)Python data wrangling and visualization (Pandas, Plotly, Altair, Matplotlib, Seaborn)LLM integration for automated chart spec generation and natural-language-to-visualization pipelines +8
AI Data & Analytics Advanced

AI Prescriptive Analytics Specialist

An AI Prescriptive Analytics Specialist designs and deploys intelligent decision systems that go beyond forecasting what will happ…

Demand 8.7/10
AI Risk 20%
Salary $105,000-$195,000/yr
Mathematical optimization (linear, integer, mixed-integer, convex, and stochastic programming)Causal inference and counterfactual reasoning using DAGs and structural causal modelsSimulation modeling including Monte Carlo, discrete-event, and agent-based approachesReinforcement learning for sequential decision-making under uncertainty +8
AI Data & Analytics Intermediate

AI Data Ops Specialist

An AI Data Ops Specialist owns the end-to-end data lifecycle that feeds modern AI systems - from ingestion, cleansing, labeling, a…

Demand 8.7/10
AI Risk 20%
Salary $85,000-$165,000/yr
Data pipeline design and orchestration (Airflow, Dagster, Prefect)Python and SQL for data transformation and automationData quality monitoring, validation, and anomaly detectionDataset versioning, lineage tracking, and metadata management +8
AI Data & Analytics Intermediate

AI Metadata Management Specialist

An AI Metadata Management Specialist designs, curates, and governs the structured metadata layers that make AI systems discoverabl…

Demand 8.7/10
AI Risk 25%
Salary $92,000-$165,000/yr
Metadata schema design and ontological modeling (Dublin Core, DCAT, schema.org extensions)Data lineage tracking and provenance documentation across ML pipelinesVector database cataloging and embedding index managementSemantic tagging, annotation taxonomy design, and controlled vocabulary curation +8
AI Data & Analytics Intermediate

AI Data Quality Analyst

An AI Data Quality Analyst ensures the accuracy, consistency, and fitness-for-purpose of datasets powering machine learning models…

Demand 8.7/10
AI Risk 25%
Salary $85,000-$145,000/yr
Statistical data profiling and anomaly detectionData labeling quality assessment and inter-annotator agreement metricsSQL mastery for complex data quality queries across large datasetsPython scripting for automated data validation and ETL quality checks +8
AI Data & Analytics Intermediate

AI ETL Automation Engineer

An AI ETL Automation Engineer designs, builds, and maintains intelligent data pipelines that leverage large language models, embed…

Demand 8.7/10
AI Risk 25%
Salary $95,000-$175,000/yr
Python programming with emphasis on data manipulation (pandas, polars, Pydantic)ETL/ELT pipeline design and orchestration (Airflow, Prefect, Dagster)LLM API integration (OpenAI, Anthropic, Azure OpenAI) for intelligent extractionPrompt engineering for structured data extraction from unstructured sources +8
AI Data & Analytics Intermediate

AI Data Lineage Analyst

An AI Data Lineage Analyst maps, monitors, and audits the complete lifecycle of data as it flows through AI and machine learning p…

Demand 8.7/10
AI Risk 18%
Salary $95,000-$165,000/yr
Data lineage graph modeling and DAG visualizationMetadata management and catalog design (Apache Atlas, DataHub, OpenMetadata)SQL fluency across multiple dialects (Postgres, BigQuery, Snowflake, Redshift)Python scripting for lineage extraction, API integration, and automation +8
AI Data & Analytics Intermediate

AI ML Model Analyst

An AI ML Model Analyst evaluates, interprets, and monitors machine learning models to ensure they deliver accurate, fair, and acti…

Demand 8.7/10
AI Risk 25%
Salary $90,000-$170,000/yr
Statistical hypothesis testing and significance analysisML model evaluation metrics (precision, recall, F1, AUC-ROC, BLEU, ROUGE)Confusion matrix analysis and error taxonomyFeature importance and SHAP-based model interpretability +8
AI Data & Analytics Advanced

AI Experiment Design Specialist

An AI Experiment Design Specialist architects rigorous, statistically sound experiments to evaluate, compare, and optimize AI mode…

Demand 8.7/10
AI Risk 15%
Salary $110,000-$185,000/yr
Experimental design and hypothesis formulation for AI systemsStatistical analysis including Bayesian methods, power analysis, and multi-armed banditsLLM evaluation metrics: faithfulness, hallucination detection, answer relevancy, context recallPrompt engineering and systematic prompt variation methodology +8
AI Data & Analytics Intermediate

AI A/B Testing Analyst

An AI A/B Testing Analyst designs, executes, and interprets controlled experiments on AI-powered products and features-from LLM pr…

Demand 8.7/10
AI Risk 25%
Salary $95,000-$175,000/yr
Frequentist and Bayesian hypothesis testingExperiment design (A/B, A/B/n, multi-armed bandits, factorial designs)Statistical power analysis and sample size estimationPython for data analysis (pandas, scipy, statsmodels, numpy) +8
AI Data & Analytics Advanced

AI Anomaly Detection Engineer

An AI Anomaly Detection Engineer designs, builds, and maintains intelligent systems that automatically identify unusual patterns, …

Demand 8.7/10
AI Risk 25%
Salary $90,000-$160,000/yr
Proficiency in Python for data manipulation and model developmentDeep understanding of statistical hypothesis testing and outlier detection methodsExpertise in unsupervised and semi-supervised ML algorithms (e.g., Isolation Forest, One-Class SVM, Autoencoders)Experience with time-series analysis and forecasting for temporal anomaly detection +8
AI Data & Analytics Intermediate

AI Time Series Analyst

An AI Time Series Analyst leverages machine learning, deep learning, and statistical modeling to extract patterns, forecast outcom…

Demand 8.7/10
AI Risk 25%
Salary $95,000-$175,000/yr
Time series decomposition (trend, seasonality, residuals)Statistical forecasting (ARIMA, SARIMA, Exponential Smoothing, Prophet)Deep learning for sequences (LSTM, GRU, Transformer-based architectures)Feature engineering for temporal data (lags, rolling windows, Fourier terms, holiday effects) +8
AI Data & Analytics Advanced

AI Causal Inference Analyst

An AI Causal Inference Analyst determines not just what happened, but why it happened - using causal reasoning frameworks, statist…

Demand 8.7/10
AI Risk 15%
Salary $95,000-$175,000/yr
Causal DAG construction and Pearl's do-calculus frameworkPotential outcomes framework (Rubin Causal Model) and SUTVA assumptionsDifference-in-differences (DiD) and event study designInstrumental variable estimation and two-stage least squares +10
AI Data & Analytics Advanced

AI Risk Modeling Analyst

An AI Risk Modeling Analyst identifies, quantifies, and mitigates risks embedded in artificial intelligence systems - spanning bia…

Demand 8.7/10
AI Risk 20%
Salary $95,000-$185,000/yr
Statistical hypothesis testing and uncertainty quantificationMachine learning model evaluation (precision, recall, AUC, calibration curves)AI fairness and bias auditing across protected attributesModel explainability techniques (SHAP, LIME, attention visualization) +8
AI Data & Analytics Advanced

AI Synthetic Data Engineer

An AI Synthetic Data Engineer designs, generates, and validates artificial datasets that replicate the statistical properties of r…

Demand 8.7/10
AI Risk 20%
Salary $95,000-$210,000/yr
Synthetic data generation using GANs, VAEs, and diffusion modelsStatistical distribution comparison and fidelity evaluation (KS tests, MMD, correlation matrices)Privacy-preserving data techniques including differential privacy and k-anonymityTabular data synthesis with tools like SDV (CTGAN, TVAE, CopulaGAN) +8
AI Data & Analytics Intermediate

AI Image Data Specialist

An AI Image Data Specialist curates, annotates, validates, and manages large-scale image datasets that fuel computer vision models…

Demand 8.7/10
AI Risk 25%
Salary $72,000-$135,000/yr
Image annotation taxonomy design for detection, segmentation, and classification tasksBounding box, polygon, semantic/instance segmentation, and keypoint labelingDataset curation, deduplication, and distribution balancing across classesQuality assurance pipelines including inter-annotator agreement (IAA) and consensus scoring +8
AI Data & Analytics Intermediate

AI Text Dataset Specialist

An AI Text Dataset Specialist designs, curates, cleans, and governs the text corpora that power large language models, retrieval-a…

Demand 8.7/10
AI Risk 25%
Salary $72,000-$140,000/yr
Text corpus curation and quality filtering at scaleAnnotation taxonomy design and inter-annotator agreement measurementPython scripting for text processing (regex, tokenization, deduplication)Bias detection and representational fairness auditing in datasets +8
AI Data & Analytics Intermediate

AI Revenue Analytics Specialist

An AI Revenue Analytics Specialist leverages machine learning models, LLM-powered pipelines, and advanced data tooling to forecast…

Demand 8.7/10
AI Risk 25%
Salary $95,000-$175,000/yr
Advanced SQL for revenue data modeling (CTEs, window functions, recursive queries)Python for data analysis, statistical modeling, and API integrationRevenue metric fluency - MRR, ARR, NDR, GDR, LTV:CAC, cohort retention, expansion revenueLLM prompt engineering for automated report generation and insight summarization +8
AI Data & Analytics Intermediate

AI Supply Chain Analytics Specialist

An AI Supply Chain Analytics Specialist leverages machine learning, predictive modeling, and AI-powered tooling to optimize end-to…

Demand 8.7/10
AI Risk 20%
Salary $95,000-$170,000/yr
Time-series demand forecasting (ARIMA, Prophet, DeepAR, Temporal Fusion Transformers)Supply chain domain knowledge (S&OP, MRP, inventory theory, bullwhip effect)Python for data science (pandas, scikit-learn, PyTorch, statsmodels)SQL and data modeling for enterprise data warehouses +8
AI Data & Analytics Advanced

AI Graph Analytics Specialist

An AI Graph Analytics Specialist designs, builds, and optimizes knowledge graphs, graph neural networks, and network-analysis pipe…

Demand 8.7/10
AI Risk 20%
Salary $110,000-$195,000/yr
Graph data modeling and schema design (property graphs and RDF/OWL)Cypher, Gremlin, and SPARQL query languagesGraph neural networks (GCN, GAT, GraphSAGE) using PyTorch Geometric or DGLNetwork analysis metrics: centrality, community detection, PageRank, betweenness +8
AI Data & Analytics Intermediate

AI Retail Analytics Specialist

An AI Retail Analytics Specialist leverages machine learning, large language models, and advanced data engineering to transform re…

Demand 8.7/10
AI Risk 20%
Salary $85,000-$155,000/yr
SQL and advanced query optimization for large retail datasetsPython for data wrangling, modeling, and pipeline development (pandas, scikit-learn, NumPy)Retail KPI fluency: GMV, same-store sales, sell-through, markdown margin, customer lifetime value, RFMTime-series forecasting with seasonality, promotions, and holiday decomposition +8
AI Data & Analytics Intermediate

AI Behavioral Data Analyst

An AI Behavioral Data Analyst studies how humans interact with AI-powered products and systems, transforming raw behavioral signal…

Demand 8.7/10
AI Risk 20%
Salary $95,000-$170,000/yr
Behavioral event instrumentation and taxonomy design for AI productsSQL fluency across analytical warehouses (BigQuery, Snowflake, Redshift)Python-based exploratory data analysis with pandas, numpy, and scipyFunnel analysis, cohort analysis, and session-level AI interaction modeling +8
AI Data & Analytics Intermediate

AI Voice of Customer Analytics Specialist

An AI Voice of Customer Analytics Specialist harnesses natural language processing, large language models, and advanced analytics …

Demand 8.7/10
AI Risk 15%
Salary $95,000-$165,000/yr
Natural language processing fundamentals including tokenization, POS tagging, and named entity recognitionSentiment analysis and opinion mining across multilingual and multi-channel feedbackTopic modeling and theme extraction using LDA, BERTopic, and LLM-based approachesPrompt engineering for structured insight extraction from customer feedback using GPT-4, Claude, or open-source LLMs +8
AI Data & Analytics Intermediate

AI Reporting Automation Specialist

An AI Reporting Automation Specialist designs, builds, and maintains intelligent pipelines that transform raw data into scheduled,…

Demand 8.5/10
AI Risk 25%
Salary $78,000-$140,000/yr
Advanced SQL for data extraction, aggregation, and complex joins across multiple sourcesPython scripting with pandas, polars, and scheduled task orchestrationPrompt engineering for generating accurate, context-aware report narrativesETL/ELT pipeline design and orchestration using Airflow, Prefect, or Dagster +8
AI Data & Analytics Advanced

AI Statistical Modeling Specialist

An AI Statistical Modeling Specialist designs, validates, and deploys statistical and probabilistic models enhanced by modern AI t…

Demand 8.5/10
AI Risk 20%
Salary $95,000-$175,000/yr
Probability theory and mathematical statistics (frequentist & Bayesian)Bayesian inference and probabilistic programming (PyMC, Stan, NumPyro, Edward)Causal inference methodology (do-calculus, DAGs, propensity scoring, diff-in-diff, synthetic control)Generalized linear models and mixed-effects / hierarchical modeling +8
AI Data & Analytics Advanced

AI Predictive Analytics Specialist

An AI Predictive Analytics Specialist designs, builds, and maintains machine-learning-driven forecasting systems that transform ra…

Demand 8.5/10
AI Risk 20%
Salary $95,000-$175,000/yr
Time series forecasting (ARIMA, Prophet, Temporal Fusion Transformers)Feature engineering for temporal, behavioral, and cross-sectional dataSupervised and unsupervised machine learning model selection and tuningDeep learning architectures for sequential and tabular prediction tasks +8
AI Data & Analytics Advanced

AI Data Warehouse Automation Specialist

An AI Data Warehouse Automation Specialist architects and deploys intelligent systems that automatically design, build, optimize, …

Demand 8.5/10
AI Risk 20%
Salary $95,000-$185,000/yr
Advanced SQL design, optimization, and dynamic query generationData warehouse architecture including star schema, snowflake schema, and Data Vault 2.0 modelingAI prompt engineering for code generation, schema inference, and documentation automationETL/ELT pipeline design and orchestration using modern frameworks (Airflow, Dagster, Prefect) +8
AI Data & Analytics Advanced

AI Recommendation Systems Analyst

An AI Recommendation Systems Analyst evaluates, interprets, and optimizes the machine-learning models that power personalized cont…

Demand 8.5/10
AI Risk 20%
Salary $95,000-$175,000/yr
Recommendation algorithm fundamentals (collaborative filtering, content-based, hybrid, deep-learning approaches)A/B testing design, statistical significance evaluation, and experimentation frameworksSQL fluency for querying large-scale behavioral and catalog datasetsPython for data analysis, visualization, and lightweight model inference (pandas, NumPy, scikit-learn) +6
AI Data & Analytics Intermediate

AI Data Annotation Quality Specialist

An AI Data Annotation Quality Specialist ensures that labeled datasets feeding machine learning models meet rigorous accuracy, con…

Demand 8.5/10
AI Risk 20%
Salary $72,000-$138,000/yr
Annotation guideline design and versioning for multi-class and subjective labeling tasksInter-annotator agreement measurement using Cohen's Kappa, Fleiss' Kappa, and Krippendorff's AlphaStatistical process control for annotation quality (control charts, defect rate tracking)Bias and fairness auditing in labeled datasets (demographic parity, equalized odds) +8
AI Data & Analytics Intermediate

AI Dark Data Analyst

An AI Dark Data Analyst specializes in discovering, cataloging, and extracting actionable intelligence from the 55-90% of enterpri…

Demand 8.5/10
AI Risk 20%
Salary $95,000-$175,000/yr
Unstructured data identification, triage, and value assessmentPython programming for data wrangling (pandas, PySpark, Polars)SQL and NoSQL querying across heterogeneous data storesLLM prompt engineering and RAG pipeline design for document analysis +8
AI Data & Analytics Advanced

AI Self-Service Analytics Designer

An AI Self-Service Analytics Designer architects AI-powered tools and conversational interfaces that empower non-technical busines…

Demand 8.5/10
AI Risk 20%
Salary $90,000-$165,000/yr
Advanced SQL and data modeling for analytical workloadsSemantic layer and metrics store design (e.g., dbt metrics, Cube.dev)Prompt engineering for structured data query generationNatural language to SQL (NL-to-SQL) pipeline architecture +8
AI Data & Analytics Beginner

AI Data Labeling Specialist

AI Data Labeling Specialists are the critical human-in-the-loop professionals who create, curate, and validate the high-quality tr…

Demand 8.2/10
AI Risk 38%
Salary $38,000-$95,000/yr
Annotation taxonomy design and guideline creation for complex labeling schemesInter-annotator agreement measurement (Cohen's Kappa, Fleiss' Kappa, Krippendorff's Alpha)Quality assurance methodology including golden set validation and sampling-based reviewDomain-specific labeling for text, image, audio, video, and 3D sensor data modalities +8
AI Data & Analytics Advanced

AI Feature Engineering Specialist

An AI Feature Engineering Specialist designs, extracts, transforms, and optimizes the input features that directly determine machi…

Demand 7.8/10
AI Risk 30%
Salary $105,000-$180,000/yr
Feature extraction from structured, semi-structured, and unstructured dataAdvanced Pandas and PySpark for large-scale data transformationCategorical encoding strategies (target encoding, frequency encoding, embeddings)Time-series feature engineering (lag features, rolling windows, Fourier terms) +8

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