Analytics Workflows Directory

Browse analytics workflows for commerce, engagement, forecasting, and operations.

Agencies Analytics

Personality Eda P1778698833 - Comprehensive exploratory analysis of customer personality profiles, demographic
Auto Profiler P1778698833 - Comprehensive exploratory data analysis of laptop specifications, pricing, and m

Bench A Analytics

Fraud Logistic - Binary logistic regression on credit-card transactions with class-imbalance hand
Attrition Logistic P283 - Binary logistic regression identifying key drivers of employee attrition using m

Bench B Analytics

Species Random Forest - 500-tree random forest classifying iris flowers into setosa, versicolor, and vir
Exam Score Regression P202 - OLS regression analysis predicting student exam scores from demographic characte
Exam Score Regression P284 - OLS regression identifying which student background factors — test preparation,

Bench C Analytics

Weekly Forecast P192 - Forecast weekly U.S. avocado retail prices using auto-selected ARIMA with predic

Bench D Analytics

Churn Random Forest P193 - Random Forest classifier predicting telecom customer churn with variable importa
Churn Random Forest P204 - Random Forest classifier predicting telecom customer churn with variable importa

Bench E Analytics

Pca Logistic Classifier - Reduces 30 cell-nucleus morphology features via PCA to the minimum principal com
Performance Anova P194 - Analyzes exam score differences across student ethnicity groups using one-way AN
Performance Anova P205 - Performs one-way ANOVA on student exam scores grouped by ethnicity, with Tukey H

Bench F Analytics

Attrition Logistic - Binary logistic regression to identify drivers of employee attrition using HR de

Bench G Analytics

Fraud Isolation Forest P196 - Detects anomalous credit card transactions using Isolation Forest (contamination

Bench H Analytics

Attrition Random Forest P197 - Random Forest classifier predicting employee attrition using IBM HR data, surfac

Bench I Analytics

Exam Score Kmeans P198 - K-means clustering of students by exam scores with elbow-method k selection and

Bench J Analytics

Discriminant Analysis P210 - LDA classifier for iris species using sepal and petal measurements, producing di

Cmp Demo Analytics

Correlation - Compute Pearson correlation matrix on the 4 numeric iris features (sepal length,

Cmp Std Analytics

Correlation - Computes the Pearson correlation matrix across the four numeric iris morphologic

Demo Analytics

Regression 1778618486 P300 - Regression analysis identifying key drivers of avocado prices across regions and
Eda 1778618480 P299 - Explore correlations, distributions, and species separation across petal and sep
Full Pipeline Test - Multiclass classification on the UCI iris benchmark dataset: predict flower spec
Kl Test P298 - Multi-class classification of iris species using morphological measurements (sep
Kl V3 1778619616 P301 - Classify iris species from sepal and petal measurements using k-nearest neighbor
Renderfix E2E P308 - Classify iris flowers into three species (Setosa, Versicolor, Virginica) using s
Screenshot Res Test P310 - Classify iris flowers into one of three species using sepal and petal morphologi
Knowledge Loop Test - Predict wine quality scores from chemical properties using multiple linear regre

Demo Smoke Analytics

Correlation Matrix - Computes and visualizes the Pearson correlation matrix across the 4 numeric iris

Demo V2 Analytics

Correlation - Pearson correlation matrix on the 4 numeric iris morphological features (sepal l

Ecommerce Analytics

Churn Prediction P1778698833 - Predict which customers are at risk of churning using behavioral engagement, tra
Rfm Segmentation P1778698833 - Segment e-commerce customers into behavioral groups based on purchase recency, f
Rfm Segmentation Tf093D1 - Segment ecommerce customers into behavioral groups using Recency, Frequency, and
Price Elasticity P1778698833 - Estimate price elasticity of demand across product categories and regions using

Finance Analytics

Sales Forecast P1778698833 - Forecast FMCG revenue 3-6 months ahead using seasonal decomposition and ARIMA mo
Fraud Detection P1778698833 - Binary classification model to identify fraudulent credit card transactions from
Fraud Eda P1778698833 - Statistical analysis of fraudulent vs legitimate credit card transactions using

Haiku Dev 1778348990 Analytics

Haiku Dev 1778348990 - Analyze pairwise correlations and relationships between iris morphological measu

Healthcare Analytics

Hospital Stay Prediction P1778698833 - Predict hospital length of stay from patient clinical features, comorbidities, l

Hr Analytics

Engagement Eda P1778698833 - Exploratory analysis of IBM HR employee engagement data exploring satisfaction d
Layoff Analysis P1778698833 - Comprehensive analysis of global tech industry layoffs (2020-2024) with temporal

Loop Test 001 Analytics

Isolation Anomaly P136 - Identifies anomalous credit-card transactions using Isolation Forest on PCA-tran

Loop Test 002 Analytics

Petal Regression P137 - OLS regression predicting iris petal width from petal length, sepal dimensions,

Loop Test C2 Analytics

Weekly Forecast P144 - Forecast weekly conventional avocado prices 12 weeks ahead using STL decompositi

Loop Test D Analytics

Churn Logistic P145 - Identifies drivers of customer churn using logistic regression. Produces odds ra

Loop Test E Analytics

Attrition Groups P146 - Welch two-sample t-test comparing monthly income between employees who left vs s

Loop Test G Analytics

Pca Classifier P148 - Standardize 9 morphological features from fine-needle aspirate, perform PCA, the

Loop Test H Analytics

Exam Score Classifier P149 - Binary classification model predicting whether students score in the top quartil

Loop Test I Analytics

Petal Anova P150 - One-way ANOVA testing whether petal length differs significantly across iris spe

Loop Test J Analytics

Monthly Trend P151 - Aggregates weekly Hass avocado retail scans to monthly totals, applies STL decom

Loop Test K Analytics

Charges Regression P152 - Multivariate OLS regression predicting monthly charges from tenure and contract

Operations

Anomaly Detection P1778698833 - Identifies anomalous telemetry segments using supervised machine learning classi
Demand Forecast P1778698833 - Time series analysis and forecasting of demand across multiple SKUs, warehouses,
Late Delivery P1778698833 - Predict which orders will experience late delivery using shipping mode, schedule

Phase3 Ui Demo 1778344273 Analytics

Phase3 Ui Demo 1778344273 - Analyzes pairwise feature correlations and species-level measurement differences

Saas Analytics

Churn Prediction P1778698833 - Binary classification model to predict customer churn using demographic, service

Tf057 Loop Analytics

Pca Logistic Classifier - Reduce 30 correlated cell nucleus features to principal components and classify
Price Seasonality - Decomposes weekly retail avocado prices into trend, seasonal, and remainder comp

Tf081 Analytics

Pca Acceptance P282 - PCA on sepal/petal length and width for 150 iris observations across three speci

User 136 Analytics

Churn Drivers - Identifies the top drivers of customer churn using logistic regression for inter
Delivery Satisfaction Drivers - Quantifies how delivery speed affects customer review scores by joining orders a
Fraud Anomaly - Detects fraudulent credit card transactions using isolation forest (unsupervised
Attrition Drivers - Identifies which employee attributes predict attrition using logistic regression
Anova Factorial - Runs a two-way factorial ANOVA testing main effects of two categorical factors a
Price Distribution Summary - Descriptive statistical summary of weekly US retail avocado prices 2015-2018, co
Price Volume Regression P123 - OLS linear regression of weekly avocado average retail price on total sales volu
Price Elasticity - Estimates price elasticity of demand for avocados using log-log regression of lo

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