📊 Data-Driven Development

Leveraging data and analytics to guide software engineering and product decisions, building systems that evolve based on evidence rather than intuition.

Data Strategy

by Bernard Marr • 2017

Profit from the data firehose: pick the right data, build a company that acts on it.

3.77

418

📊 Data Strategy 📈 Business Intelligence 💾 Big Data

Data Strategy 91%

Profit from the data firehose: pick the right data, build a company that acts on it.

by Bernard Marr 2017

3.77

418 ratings

📊 Data Strategy 📈 Business Intelligence 💾 Big Data

HBR Guide to Data Analytics Basics for Managers

by Harvard Business Review • 2018

The manager's checklist: what to verify before any number shapes your next decision.

3.86

383

🧱 Data-Driven Management 📖 Data Literacy 🎯 Metric Selection

HBR Guide to Data Analytics Basics for Managers Summary

HBR Guide to Data Analytics Basics for Managers 90%

The manager's checklist: what to verify before any number shapes your next decision.

by Harvard Business Review 2018

3.86

383 ratings

🧱 Data-Driven Management 📖 Data Literacy 🎯 Metric Selection

Lean Software Development

by Mary Poppendieck • 2003

The lean manufacturing toolkit, adapted for software teams: cut waste, ship faster, decide later.

4.19

1k+

🏭 Lean Methodology 🔄 Agile Methods 🚀 Continuous Delivery

Lean Software Development 90%

The lean manufacturing toolkit, adapted for software teams: cut waste, ship faster, decide later.

by Mary Poppendieck 2003

4.19

1k+ ratings

🏭 Lean Methodology 🔄 Agile Methods 🚀 Continuous Delivery

Lean Analytics

by Alistair Croll • 2013

Pick the right metric, ignore the rest: a stage-by-stage field guide to startup analytics.

4.11

8k+

🚀 Startup Strategy 📊 Business Metrics 🔄 Lean Methodology

Lean Analytics 90%

Pick the right metric, ignore the rest: a stage-by-stage field guide to startup analytics.

by Alistair Croll 2013

4.11

8k+ ratings

🚀 Startup Strategy 📊 Business Metrics 🔄 Lean Methodology

Big Data

by Bernard Marr • 2015

Most data projects fail because they start with data, not strategy. Five questions change that.

3.59

416

🎯 Data Strategy 📊 Business Analytics 📈 Performance Metrics

Big Data 90%

Most data projects fail because they start with data, not strategy. Five questions change that.

by Bernard Marr 2015

3.59

416 ratings

🎯 Data Strategy 📊 Business Analytics 📈 Performance Metrics

Data Analytics Made Accessible

by Anil Maheshwari • 2014

Every analytics technique a manager needs, from decision trees to big data, mapped and demystified.

3.76

323

🧱 Data Analytics 📊 Business Intelligence ⛏️ Data Mining

Data Analytics Made Accessible 90%

Every analytics technique a manager needs, from decision trees to big data, mapped and demystified.

by Anil Maheshwari 2014

3.76

323 ratings

🧱 Data Analytics 📊 Business Intelligence ⛏️ Data Mining

Modern Software Engineering

by David Farley • 2021

Software is not a craft; it's a science. The discipline that turns teams into learning machines.

4.16

1k+

🔬 Scientific Engineering 🔄 Continuous Delivery 🔁 Feedback Loops

Modern Software Engineering 90%

Software is not a craft; it's a science. The discipline that turns teams into learning machines.

by David Farley 2021

4.16

1k+ ratings

🔬 Scientific Engineering 🔄 Continuous Delivery 🔁 Feedback Loops

Behind Every Good Decision

by Piyanka Jain • 2014

Analytics problems rarely need data scientists. A five-step framework anyone with Excel can use.

3.60

144

📊 Business Analytics 📈 Data-Driven Decisions 🧩 Analytics Frameworks

Behind Every Good Decision 90%

Analytics problems rarely need data scientists. A five-step framework anyone with Excel can use.

by Piyanka Jain 2014

3.60

144 ratings

📊 Business Analytics 📈 Data-Driven Decisions 🧩 Analytics Frameworks

Web Analytics 2.0

by Avinash Kaushik • 2009

Your web data is lying to you. The framework that turns page views into decisions.

4.13

2k+

🖥️ Digital Analytics 🎯 Performance Indicators 🧪 Online Experimentation

Web Analytics 2.0 90%

Your web data is lying to you. The framework that turns page views into decisions.

by Avinash Kaushik 2009

4.13

2k+ ratings

🖥️ Digital Analytics 🎯 Performance Indicators 🧪 Online Experimentation

Confident Data Skills

by Kirill Eremenko • 2018

From messy data to clean insights to persuasive presentations: the process that lands the promotion.

4.12

211

📊 Data Science 📖 Data Literacy 🤖 Machine Learning Basics

Confident Data Skills 90%

From messy data to clean insights to persuasive presentations: the process that lands the promotion.

by Kirill Eremenko 2018

4.12

211 ratings

📊 Data Science 📖 Data Literacy 🤖 Machine Learning Basics

Design Thinking Research

by Larry Leifer • 2013

What if your programming environment saved every change, so you could explore ideas without risk?

4.00

💻 Software Design 🗂️ Version Control 🔄 Iterative Development

Design Thinking Research 90%

What if your programming environment saved every change, so you could explore ideas without risk?

by Larry Leifer 2013

4.00

1 ratings

💻 Software Design 🗂️ Version Control 🔄 Iterative Development

Accelerate

by Nicole Forsgren • 2018

Elite software teams ship fast and break nothing. Four metrics from years of research explain how.

4.05

8k+

⚙️ Devops 👷 Engineering Management 🚀 Continuous Delivery

Accelerate 90%

Elite software teams ship fast and break nothing. Four metrics from years of research explain how.

by Nicole Forsgren 2018

4.05

8k+ ratings

⚙️ Devops 👷 Engineering Management 🚀 Continuous Delivery

The Lean Startup

by Eric Ries • 2011

The method that discovers what customers will pay for before you build the product.

4.11

366k+

🏭 Lean Methodology 📋 Startup Playbooks 🧪 Customer Development

The Lean Startup 90%

The method that discovers what customers will pay for before you build the product.

by Eric Ries 2011

4.11

366k+ ratings

🏭 Lean Methodology 📋 Startup Playbooks 🧪 Customer Development

Keeping Up with the Quants

by Thomas H. Davenport • 2013

You hired the quants. Now learn the questions that turn their numbers into decisions.

3.57

585

🏢 Data-Driven Management 📊 Business Analytics 🧮 Quantitative Thinking

Keeping Up with the Quants 90%

You hired the quants. Now learn the questions that turn their numbers into decisions.

by Thomas H. Davenport 2013

3.57

585 ratings

🏢 Data-Driven Management 📊 Business Analytics 🧮 Quantitative Thinking

Effective Programming

by Jeff Atwood • 2012

Syntax lands the job. Everything else—teams, users, security—is what actually keeps it.

3.91

931

🧱 Software Craftsmanship 🖥️ User Experience Design 🔒 Security-First Design

Effective Programming 90%

Syntax lands the job. Everything else—teams, users, security—is what actually keeps it.

by Jeff Atwood 2012

3.91

931 ratings

🧱 Software Craftsmanship 🖥️ User Experience Design 🔒 Security-First Design

Big Data

by Viktor Mayer-Schönberger • 2013

The era of sampling, clean data, and causal certainty is over. What replaces it is stranger.

3.69

9k+

💰 Data As Asset 📈 Predictive Analytics 🧹 Imperfect Data

Big Data 90%

The era of sampling, clean data, and causal certainty is over. What replaces it is stranger.

by Viktor Mayer-Schönberger 2013

3.69

9k+ ratings

💰 Data As Asset 📈 Predictive Analytics 🧹 Imperfect Data

DAMA-DMBOK

by DAMA International • 2017

Data is an asset, not a byproduct. The master reference for governing, modeling, and analyzing it.

4.15

172

👔 Data Governance 🏢 Enterprise Data Strategy 🧱 Data Architecture

DAMA-DMBOK 90%

Data is an asset, not a byproduct. The master reference for governing, modeling, and analyzing it.

by DAMA International 2017

4.15

172 ratings

👔 Data Governance 🏢 Enterprise Data Strategy 🧱 Data Architecture

Evidence-Guided

by Itamar Gilad • 2023

Why most product teams ship the wrong features, and the framework that stops them.

4.46

178

🧭 Product Management 🚀 Lean Startup 🎯 OKRs

Evidence-Guided 90%

Why most product teams ship the wrong features, and the framework that stops them.

by Itamar Gilad 2023

4.46

178 ratings

🧭 Product Management 🚀 Lean Startup 🎯 OKRs

Practical SQL

by Anthony DeBarros • 2022

Write real SQL: load data, join tables, run statistics, map locations, and query JSON in PostgreSQL.

4.26

239

💾 Sql 📊 Data Analysis 🗃️ Relational Databases

Practical SQL 89%

Write real SQL: load data, join tables, run statistics, map locations, and query JSON in PostgreSQL.

by Anthony DeBarros 2022

4.26

239 ratings

💾 Sql 📊 Data Analysis 🗃️ Relational Databases

More Joel on Software

by Joel Spolsky • 2008

Ship on schedule, hire developers who skip the job boards, and know when fixing beats rewriting.

4.05

549

🖥️ Software Development 👔 Engineering Management 🤝 Developer Culture

More Joel on Software 89%

Ship on schedule, hire developers who skip the job boards, and know when fixing beats rewriting.

by Joel Spolsky 2008

4.05

549 ratings

🖥️ Software Development 👔 Engineering Management 🤝 Developer Culture

Why Data Science Projects Fail

by Douglas Gray • 2024

Eighty percent of AI projects fail. The models work fine; the people, data, and expectations don't.

5.00

📊 Data Science Management 🤖 Ai Implementation ⚙️ Mlops

Why Data Science Projects Fail 89%

Eighty percent of AI projects fail. The models work fine; the people, data, and expectations don't.

by Douglas Gray 2024

5.00

19 ratings

📊 Data Science Management 🤖 Ai Implementation ⚙️ Mlops

Modern CTO

by Joel Beasley • 2018

Great developers fail as CTOs until they learn leading, shipping, and hard calls.

3.42

267

💻 Tech Leadership 🔧 Engineering Management 🧭 Developer To Manager

Modern CTO 89%

Great developers fail as CTOs until they learn leading, shipping, and hard calls.

by Joel Beasley 2018

3.42

267 ratings

💻 Tech Leadership 🔧 Engineering Management 🧭 Developer To Manager

Doing Data Science

by Cathy O'Neil • 2013

Your model is lying to you. The ninety percent of data science that algorithms won't fix.

3.73

567

📊 Data Science 📈 Statistical Thinking 🧹 Data Wrangling

Doing Data Science 89%

Your model is lying to you. The ninety percent of data science that algorithms won't fix.

by Cathy O'Neil 2013

3.73

567 ratings

📊 Data Science 📈 Statistical Thinking 🧹 Data Wrangling

Project to Product

by Mik Kersten • 2018

Stop running software as projects. A product model that links engineering work to business value.

3.92

1k+

🖥️ Software Delivery 🔄 Digital Transformation 📊 Value Stream Management

Project to Product 89%

Stop running software as projects. A product model that links engineering work to business value.

by Mik Kersten 2018

3.92

1k+ ratings

🖥️ Software Delivery 🔄 Digital Transformation 📊 Value Stream Management

Leading the Transformation

by Gary Gruver • 2015

HP halved development costs and tripled innovation. It was not the code. It was the leadership.

3.80

418

🖥️ Software Development 🏢 Enterprise Agile 🔄 Devops Practices

Leading the Transformation 89%

HP halved development costs and tripled innovation. It was not the code. It was the leadership.

by Gary Gruver 2015

3.80

418 ratings

🖥️ Software Development 🏢 Enterprise Agile 🔄 Devops Practices

Python for Data Analysis

by Oscar Scratch • 2019

Python data analysis, taught through questions: NumPy, Pandas, and the bridge to machine learning.

3.50

🧮 Scientific Computing 🔄 Data Manipulation 📊 Data Visualization

Python for Data Analysis 89%

Python data analysis, taught through questions: NumPy, Pandas, and the bridge to machine learning.

by Oscar Scratch 2019

3.50

2 ratings

🧮 Scientific Computing 🔄 Data Manipulation 📊 Data Visualization

The Effective Engineer

by Edmond Lau • 2015

You can't outwork poor leverage. The principles that make engineering effort compound.

4.25

2k+

🛠️ Software Craftsmanship ⚡ Engineering Productivity 📈 Tech Career Growth

The Effective Engineer 89%

You can't outwork poor leverage. The principles that make engineering effort compound.

by Edmond Lau 2015

4.25

2k+ ratings

🛠️ Software Craftsmanship ⚡ Engineering Productivity 📈 Tech Career Growth

Google Analytics

by Justin Cutroni • 2007

Turn Google Analytics from a hit counter into a decision engine with the right setup.

3.72

129

📊 Web Analytics 📈 Marketing Analytics 🎯 Conversion Optimization

Google Analytics 89%

Turn Google Analytics from a hit counter into a decision engine with the right setup.

by Justin Cutroni 2007

3.72

129 ratings

📊 Web Analytics 📈 Marketing Analytics 🎯 Conversion Optimization

The AI Playbook

by Eric Siegel • 2024

How to get machine learning out of the lab: sell the operational improvement, not the algorithm.

3.98

127

🏢 Enterprise Technology 🤖 Applied Ai 🔄 Change Management

The AI Playbook 89%

How to get machine learning out of the lab: sell the operational improvement, not the algorithm.

by Eric Siegel 2024

3.98

127 ratings

🏢 Enterprise Technology 🤖 Applied Ai 🔄 Change Management

Information Asset Management

by Nina Evans • 2024

Information is the strategic asset your balance sheet ignores. Governing it changes everything.

🏛️ Information Governance ✅ Data Quality 🏷️ Metadata Management

Information Asset Management 89%

Information is the strategic asset your balance sheet ignores. Governing it changes everything.

by Nina Evans 2024

🏛️ Information Governance ✅ Data Quality 🏷️ Metadata Management

Fundamentals of Data Engineering

by Joe Reis • 2022

Data scientists spend 80% of their time cleaning data. The systems blueprint that frees them.

4.16

945

🛠️ Data Engineering 🏗️ Data Architecture 🔗 Data Pipelines

Fundamentals of Data Engineering Summary

Fundamentals of Data Engineering 89%

Data scientists spend 80% of their time cleaning data. The systems blueprint that frees them.

by Joe Reis 2022

4.16

945 ratings

🛠️ Data Engineering 🏗️ Data Architecture 🔗 Data Pipelines

Start Small, Stay Small

by Rob Walling • 2010

Stop building products for everyone. Pick a niche, build an audience, and market before you code.

3.95

2k+

💰 Bootstrapping 🎯 Niche Markets 🚀 Lean Startup

Start Small, Stay Small 89%

Stop building products for everyone. Pick a niche, build an audience, and market before you code.

by Rob Walling 2010

3.95

2k+ ratings

💰 Bootstrapping 🎯 Niche Markets 🚀 Lean Startup

How to Speak Tech

by Vinay Trivedi • 2013

No coding required: the Internet, cloud, databases, and software, translated into business sense.

3.93

204

📖 Tech Literacy 🌐 Web Development ☁️ Cloud Computing

How to Speak Tech 89%

No coding required: the Internet, cloud, databases, and software, translated into business sense.

by Vinay Trivedi 2013

3.93

204 ratings

📖 Tech Literacy 🌐 Web Development ☁️ Cloud Computing

Agile IT Organization Design

by Sriram Narayan • 2015

Agile IT starts with how you fund and structure teams, not with standups and sticky notes.

4.07

187

🏗️ Organizational Design 🔄 Digital Transformation 🔁 Agile Methodology

Agile IT Organization Design 89%

Agile IT starts with how you fund and structure teams, not with standups and sticky notes.

by Sriram Narayan 2015

4.07

187 ratings

🏗️ Organizational Design 🔄 Digital Transformation 🔁 Agile Methodology

Data Science

by John D. Kelleher • 2018

Turning raw data into decisions requires a defined process, not just algorithms and statistics.

3.90

876

🔎 Data Mining 🧭 Data Science Methodology 📈 Predictive Modeling

Data Science 89%

Turning raw data into decisions requires a defined process, not just algorithms and statistics.

by John D. Kelleher 2018

3.90

876 ratings

🔎 Data Mining 🧭 Data Science Methodology 📈 Predictive Modeling

Numsense! Data Science for the Layman

by Annalyn Ng • 2017

Data science without the math: twelve techniques, what they do, and why intuition alone falls short.

4.14

622

🧠 Data Literacy 🤖 Machine Learning Basics 📈 Predictive Analytics

Numsense! Data Science for the Layman Summary

Numsense! Data Science for the Layman 89%

Data science without the math: twelve techniques, what they do, and why intuition alone falls short.

by Annalyn Ng 2017

4.14

622 ratings

🧠 Data Literacy 🤖 Machine Learning Basics 📈 Predictive Analytics

Practical Statistics for Data Scientists

by Peter Bruce • 2017

The statistical methods data scientists use daily, from boxplots to bootstrap, minus the proofs.

4.02

545

🛠️ Practical Data Science 📈 Applied Statistics 🔍 Exploratory Data Analysis

Practical Statistics for Data Scientists Summary

Practical Statistics for Data Scientists 89%

The statistical methods data scientists use daily, from boxplots to bootstrap, minus the proofs.

by Peter Bruce 2017

4.02

545 ratings

🛠️ Practical Data Science 📈 Applied Statistics 🔍 Exploratory Data Analysis

The DevOps Handbook

by Gene Kim • 2015

Speed and stability without the tradeoff. A practical handbook for unifying your delivery pipeline.

4.29

6k+

🛠️ Devops 📦 Software Delivery 🔄 Continuous Delivery

The DevOps Handbook 89%

Speed and stability without the tradeoff. A practical handbook for unifying your delivery pipeline.

by Gene Kim 2015

4.29

6k+ ratings

🛠️ Devops 📦 Software Delivery 🔄 Continuous Delivery

Superagency

by Reid Hoffman • 2025

AI multiplies human agency. That power will concentrate or spread. The choice is ours.

3.33

1k+

🏛️ Ai Policy 🌅 Tech Optimism ⚖️ Ai Ethics

Superagency 89%

AI multiplies human agency. That power will concentrate or spread. The choice is ours.

by Reid Hoffman 2025

3.33

1k+ ratings

🏛️ Ai Policy 🌅 Tech Optimism ⚖️ Ai Ethics

The Right It

by Alberto Savoia • 2019

Skill can't save an unwanted idea. Fast, cheap experiments that test market demand before building.

4.30

850

🚀 Startup Methodology ✅ Product Validation 🧪 Lean Experimentation

The Right It 89%

Skill can't save an unwanted idea. Fast, cheap experiments that test market demand before building.

by Alberto Savoia 2019

4.30

850 ratings

🚀 Startup Methodology ✅ Product Validation 🧪 Lean Experimentation

Mastering Salesforce Reports and Dashboards

by David Carnes • 2023

Why most Salesforce dashboards fail: bad folder permissions, missing fields, and how to fix them.

5.00

🖥️ Crm Administration 📊 Dashboard Design 📈 Business Reporting

Mastering Salesforce Reports and Dashboards Summary

Mastering Salesforce Reports and Dashboards 89%

Why most Salesforce dashboards fail: bad folder permissions, missing fields, and how to fix them.

by David Carnes 2023

5.00

1 ratings

🖥️ Crm Administration 📊 Dashboard Design 📈 Business Reporting

Understanding Software

by Max Kanat-Alexander • 2017

Code that's easy to write is hard to maintain. Here's how to flip that equation.

3.58

179

🛠️ Software Craftsmanship 🧹 Code Quality 🔍 Debugging Methods

Understanding Software 89%

Code that's easy to write is hard to maintain. Here's how to flip that equation.

by Max Kanat-Alexander 2017

3.58

179 ratings

🛠️ Software Craftsmanship 🧹 Code Quality 🔍 Debugging Methods

The Digital Transformation Playbook

by Project Management Institute PMI • 2023

Digital transformation fails on culture, not code. The playbook that starts with human behavior.

🚀 Digital Transformation 🔄 Organizational Change 📊 Data-Driven Strategy

The Digital Transformation Playbook Summary

The Digital Transformation Playbook 89%

Digital transformation fails on culture, not code. The playbook that starts with human behavior.

by Project Management Institute PMI 2023

🚀 Digital Transformation 🔄 Organizational Change 📊 Data-Driven Strategy

Low-Code AI

by Gwendolyn Stripling • 2023

Skip Python. Train regression models, engineer features, and explain predictions, all in SQL.

4.33

🛠️ Practical Ml 📊 Data Exploration 🔧 Feature Engineering

Low-Code AI 89%

Skip Python. Train regression models, engineer features, and explain predictions, all in SQL.

by Gwendolyn Stripling 2023

4.33

6 ratings

🛠️ Practical Ml 📊 Data Exploration 🔧 Feature Engineering

Practices of an Agile Developer

by Venkat Subramaniam • 2006

Clever code breaks teams; clear code lasts. Daily disciplines that turn a coder into a pro.

3.88

1k+

🔄 Agile Software Development 🛠️ Software Craftsmanship 📝 Clean Code

Practices of an Agile Developer 89%

Clever code breaks teams; clear code lasts. Daily disciplines that turn a coder into a pro.

by Venkat Subramaniam 2006

3.88

1k+ ratings

🔄 Agile Software Development 🛠️ Software Craftsmanship 📝 Clean Code

Python Machine Learning Case Studies

by Danish Haroon • 2017

Five Python case studies in machine learning: from data cleanup to a scored model, step by step.

2.60

📊 Data Science 🤖 Machine Learning 🔍 Exploratory Data Analysis

Python Machine Learning Case Studies Summary

Python Machine Learning Case Studies 89%

Five Python case studies in machine learning: from data cleanup to a scored model, step by step.

by Danish Haroon 2017

2.60

5 ratings

📊 Data Science 🤖 Machine Learning 🔍 Exploratory Data Analysis

Scrum for Dummies

by Mark C. Layton • 2014

Projects go off the rails one task at a time. Scrum catches them every 24 hours.

3.76

124

🏃 Agile Methods 📋 Project Management 🔄 Iterative Development

Scrum for Dummies 89%

Projects go off the rails one task at a time. Scrum catches them every 24 hours.

by Mark C. Layton 2014

3.76

124 ratings

🏃 Agile Methods 📋 Project Management 🔄 Iterative Development

Learning Agile

by Andrew Stellman • 2013

Four methodologies, one mindset: going beyond the rituals of Scrum, XP, Lean, and Kanban.

4.09

703

🔄 Agile Frameworks 📦 Lean Thinking 🧪 Extreme Programming

Learning Agile 89%

Four methodologies, one mindset: going beyond the rituals of Scrum, XP, Lean, and Kanban.

by Andrew Stellman 2013

4.09

703 ratings

🔄 Agile Frameworks 📦 Lean Thinking 🧪 Extreme Programming

AI for Data Science

by Zacharias Voulgaris • 2018

The real AI toolkit goes beyond deep learning: optimization, fuzzy logic, ensembles.

4.55

📊 Data Science 🧠 Deep Learning ⚙️ Optimization Algorithms

AI for Data Science 89%

The real AI toolkit goes beyond deep learning: optimization, fuzzy logic, ensembles.

by Zacharias Voulgaris 2018

4.55

20 ratings

📊 Data Science 🧠 Deep Learning ⚙️ Optimization Algorithms

Becoming a Data Head

by Alex J. Gutman • 2021

The critical thinking toolkit for anyone who works with data but never plans to code.

4.18

480

📊 Data Literacy 📈 Business Analytics 🧠 Statistical Thinking

Becoming a Data Head 89%

The critical thinking toolkit for anyone who works with data but never plans to code.

by Alex J. Gutman 2021

4.18

480 ratings

📊 Data Literacy 📈 Business Analytics 🧠 Statistical Thinking

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