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BJANALYTICS
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Data Science x Public Health
Measure of America: Understanding Human Development Beyond Disease
Measure of America goes beyond disease statistics to provide a full picture of human development in the U.S. Learn how this data informs public health, social equity, and policy decisions through interactive tools, reports, and research insights.Measure of America Official Site: https://measureofamerica.org👉 Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a rating or review—it helps support the podcast.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjana...
2026-02-13
03 min
Data Science x Public Health
Epidemiology of Aging: Understanding Health in Later Life
Discover the epidemiology of aging and learn how researchers study health, disease, and functional changes in older adults. From chronic disease to successful aging, this episode explains the key concepts, challenges, and goals of this critical public health field.👉 Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a rating or review—it helps support the podcast.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/B...
2026-02-13
04 min
Data Science x Public Health
High-Dimensional Omics Data Integration in Public Health
Discover how high-dimensional omics data is transforming public health research! Learn how techniques like PCA, SVD, and penalized regression help scientists analyze massive biological datasets to predict disease risk, identify biomarkers, and improve population health outcomes.👉 Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a rating or review—it helps support the podcast.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS ...
2026-02-13
04 min
Data Science x Public Health
How Geospatial Analysis Transforms Public Health Decision-Making
How do maps help predict outbreaks, identify health disparities, and guide life-saving decisions?This episode introduces geospatial analysis in public health, explaining how location-based data is used to track disease, plan interventions, and improve population health outcomes.👉 Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a rating or review—it helps support the podcast.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/B...
2026-02-11
04 min
Data Science x Public Health
How Biostatistics Drives Cancer Research and Save Lives
Cancer research isn’t driven by lab work alone—it’s powered by data.This episode explains how biostatistics plays a critical role in cancer research, from designing clinical trials to predicting risk, improving treatments, and understanding cancer at the population level.👉 Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a rating or review—it helps support the podcast.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X:
2026-02-11
05 min
Data Science x Public Health
How Neuroepidemiology Reveals Who Is at Risk for Brain Disorders
What if we could understand brain disorders by studying entire populations?This episode introduces neuroepidemiology, explaining how epidemiology and neurology work together to identify risk factors, track disease patterns, and improve prevention and treatment for neurological conditions.👉 Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a rating or review—it helps support the podcast.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/B...
2026-02-11
03 min
Data Science x Public Health
How Machine Learning Identifies High-Risk Populations
Machine learning is transforming public health by helping identify who is most at risk—before outcomes occur. In this episode, you’ll learn how risk scoring works, the types of machine learning models used to identify high-risk populations, and how these insights support prevention, targeted interventions, and smarter public health decisions.👉 Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a rating or review—it helps support the podcast.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.insta...
2026-02-09
04 min
Data Science x Public Health
Reproductive and Perinatal Epidemiology: Protecting Health Before Birth
Reproductive and perinatal epidemiology focuses on health before, during, and shortly after pregnancy—when risk factors can shape a lifetime of health. In this episode, you’ll learn what this field studies, how epidemiologists use population data to protect mothers and infants, and why early life health matters for public health decision-making worldwide.👉 Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a rating or review—it helps support the podcast.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https...
2026-02-09
05 min
Data Science x Public Health
Rare Diseases and Biostatistics: Solving the Small-Data Problem
Rare diseases affect small populations, but the impact on patients and families is enormous. In this episode, you’ll learn how biostatistics adapts to limited data, why traditional trial designs often fail, and how innovative statistical approaches help bring treatments to rare disease patients.👉 Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a rating or review—it helps support the podcast.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter...
2026-02-09
05 min
Data Science x Public Health
How Generative AI Is Reshaping Public Health: Climate & Environmental Health (Part Two)
Generative AI is no longer just creating text and images—it’s reshaping how public health responds to climate and environmental risks. In this episode (Part Two of the series), we explore how generative AI is applied in climate and environmental health, from improving climate modeling and environmental monitoring to supporting early warning systems for climate-driven disease outbreaks. Learn how AI helps public health agencies anticipate risks, protect vulnerable populations, and make better decisions in a changing climate.👉 Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, conside...
2026-02-06
04 min
Data Science x Public Health
How Biostatistics Helps Save Lives in Organ Transplantation
Who gets an organ—and how are those life-or-death decisions made? In this episode, we break down how biostatistics plays a critical role in organ transplantation, from evaluating transplant outcomes to supporting fair and evidence-based allocation decisions. You’ll learn how concepts like risk-adjustment, survival analysis, competing risks, and equity analysis help clinicians and public health professionals save lives and improve transplant medicineYoutube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www...
2026-02-06
04 min
Data Science x Public Health
How Data Visualization Reveals Hidden Disease Patterns
Behind every outbreak is a visual pattern waiting to be discovered. In this episode, we explore how data visualization is used in epidemiology to reveal hidden disease patterns, track outbreaks, and communicate public health risk. You’ll learn how epidemiologists use R and tools like ggplot2 to create epidemic curves, heat maps, transmission chains, and phylogenetic trees—turning raw data into insights that guide real-world public health decisions.👉 Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a rating or review—it helps support the podcast.
2026-02-06
04 min
Data Science x Public Health
How Extreme Weather Contaminates Water and Triggers Disease
Extreme weather doesn’t just cause visible damage—it can quietly contaminate water systems and trigger disease outbreaks. In this episode, we explore how hurricanes, floods, heat waves, and droughts affect drinking water and sanitation systems, how pathogens spread through contaminated water, and why environmental epidemiology is essential for outbreak detection and public health preparedness in a changing climate.👉 Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a rating or review—it helps support the podcast.Youtube: https://www.youtube.com/@BJAN...
2026-02-04
04 min
Data Science x Public Health
How Biostatistics Powers Endocrinology Research
Hormones don’t act in straight lines—and neither does the data used to study them. In this episode, we explore how biostatistics powers endocrinology research, from analyzing hormone rhythms and feedback loops to validating biomarkers and building predictive models. Learn how statistical methods turn complex endocrine data into reliable, evidence-based insights for biomedical and public health research.👉 Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a rating or review—it helps support the podcast.Youtube: https://www.youtube.com/@BJANALYTI...
2026-02-04
05 min
Data Science x Public Health
How Generative AI is Reshaping Public Health
Generative AI is changing how public health works—from drafting reports and analyzing data to supporting surveillance and decision-making. In this episode, we break down what generative AI is, how tools like prompt engineering, retrieval-augmented generation (RAG), and LangChain work at a high level, and why these systems are becoming increasingly relevant in public health. We also discuss real-world applications, key capabilities, and important limitations such as hallucinations, bias, and ethical risks—especially in high-stakes public health settings.👉 Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, conside...
2026-02-04
04 min
Data Science x Public Health
The Hidden Networks That Control Disease Spread
How do diseases really spread through populations? In this episode, we break down graph networks and show how public health researchers use them to model disease transmission. You’ll learn how connections like social contacts, transportation systems, and superspreading events shape outbreaks, and how network-based models help with forecasting, contact tracing, and intervention planning. This beginner-friendly explanation reveals why graph networks are becoming essential tools in modern public health and epidemiology.👉Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a rating or re...
2026-02-02
04 min
Data Science x Public Health
Why Epidemiologists Study Insects
Why do epidemiologists care so much about insects? In this episode, we explain entomology in simple terms and show how it connects directly to epidemiology through vector-borne diseases. You’ll learn how mosquitoes, ticks, and other insects drive disease transmission, how scientists track and control vectors, and why understanding insects is essential for preventing outbreaks and protecting public health.👉Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a rating or review—it helps support the podcast.Youtube: https...
2026-02-02
03 min
Data Science x Public Health
How Biostatisticians Turn Data Into Evidence
How do researchers turn raw data into reliable evidence? In this episode, we break down statistical inference in simple terms and explain how biostatisticians use both classical and modern methods to draw conclusions from data. You’ll learn how uncertainty, randomness, and probability are handled in real-world studies—and why proper statistical inference is essential for clinical trials, epidemiology, and public health decision-making.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www...
2026-02-02
03 min
Data Science x Public Health
Why Matrices Power Modern Biostatistics
Matrices are the hidden engine behind modern biostatistics. In this episode, we break down matrix analysis in simple terms and show how it powers statistical models, multivariate analysis, and modern data-driven methods. You’ll learn how matrices support regression, PCA, and machine learning—and why tools like eigenvalues and Singular Value Decomposition (SVD) are essential for working with high-dimensional health data.👉Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a rating or review—it helps support the podcast.Youtube...
2026-01-30
05 min
Data Science x Public Health
Why Public Health Uses Both Python and SAS
Python or SAS—which one actually matters in public health?In this episode, we break down the differences between Python and SAS, when each tool is used, and why both remain critical in modern public health practice. You’ll learn where Python shines in data science and analytics, why SAS continues to dominate biostatistics, clinical research, and government health agencies, and how knowing both tools can strengthen your public health career.👉Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a ratin...
2026-01-30
04 min
Data Science x Public Health
Why Diseases Change as Countries Develop
Why do diseases change as countries develop?In this episode, we explore the epidemiological transition model—a core concept in epidemiology that explains how patterns of disease shift over time as societies industrialize, urbanize, and modernize. You’ll learn the five stages of the model, what drives these transitions, and why many countries today face a double burden of disease, dealing with both infectious diseases and chronic conditions at the same time.👉Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving...
2026-01-30
04 min
Data Science x Public Health
The Diseases We Beat (Thanks to Epidemiology)
Epidemiology isn’t just about outbreaks—it’s also about the diseases we’ve already beaten. In this episode, we explore some of the biggest successes in epidemiology, including cholera control, smallpox eradication, reduced infant mortality, and the prevention of Legionnaires’ disease and toxic shock syndrome. Learn how these breakthroughs shaped modern public health and why continued epidemiological progress still matters today.👉Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a rating or review—it helps support the podcast.Youtube: https://www.you...
2026-01-28
04 min
Data Science x Public Health
How Failure Time Data Predicts When Things Break
When will something fail—and how can we predict it? In this episode, we break down failure time data and explain how biostatisticians analyze time-to-event outcomes to understand risk, reliability, and survival. You’ll learn what failure time data is, why censoring occurs, which statistical models are commonly used, and how these methods apply to engineering, medicine, and public health.👉Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a rating or review—it helps support the podcast.Youtube...
2026-01-28
04 min
Data Science x Public Health
How Dashboards Turn Public Health Data Into Decisions
Dashboards turn complex data into clear, actionable insights. In this episode, you’ll learn what dashboards are, how they’re built, and how they’re used across public health and data science. We cover popular dashboard tools like Power BI, Tableau, Looker Studio, and Dash (Plotly), and explain how dashboards support disease surveillance, population health tracking, health equity analysis, and data-driven decision-making.👉Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a rating or review—it helps support the podcast.Youtub...
2026-01-28
04 min
Data Science x Public Health
These AI Agents Are Quietly Running Modern Public Health
AI agents are increasingly being used behind the scenes in public health—analyzing data, monitoring outbreaks, supporting decisions, and improving how health systems operate. In this episode, we explain what AI agents are, how they work, and why they are becoming an important tool in modern public health practice. You’ll learn how AI agents support disease surveillance, data analysis, health communication, and decision-making, along with real-world examples from organizations like the CDC and FDA.👉Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a rating...
2026-01-26
05 min
Data Science x Public Health
Why Repeated Data Breaks Standard Statistics
Many real-world health datasets violate one of statistics’ biggest assumptions: independence. In this episode, we explain why repeated and correlated data break standard statistical methods—and how biostatistics handles it. You’ll learn what longitudinal data are, how longitudinal study designs differ from cross-sectional studies, and why models like mixed-effects models, generalized estimating equations (GEE), and hierarchical models are essential for analyzing repeated measurements in public health and medical research.👉Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a rating or review—it helps support the...
2026-01-26
04 min
Data Science x Public Health
How Epidemiologists Make Life-Saving Decisions Without Complete Data
Epidemiologists rarely have perfect data—yet decisions still must be made.This episode explains how public health experts act under uncertainty, the methods used to handle incomplete data, and why waiting for “perfect” information can cost lives. Learn how epidemiology balances evidence, risk, and urgency when the stakes are high.👉Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a rating or review—it helps support the podcast.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www...
2026-01-26
04 min
Data Science x Public Health
How Bias Enters Statistical Studies (And Why It’s Hard to Remove)
Bias doesn’t look like a mistake — and that’s why it’s so dangerous.In this episode, we explain how bias enters statistical studies, why bias is fundamentally different from random error, and why it is often difficult to detect and remove. You’ll learn how bias can be built into data collection, study design, and real-world systems, even when advanced statistical or machine learning methods are used.This episode introduces common types of bias encountered in public health, biostatistics, and data science, and explains how biostatisticians work to identify, assess, and reduce bias while ackn...
2026-01-23
04 min
Data Science x Public Health
How Your Immune System Learns to Fight Back
Your immune system doesn’t just react — it learns.In this episode, we break down adaptive immunity in simple terms and explain how it works, how it differs from innate immunity, and why adaptive immunity is essential in epidemiology and public health. You’ll learn how the body builds immune memory, responds to specific pathogens, and plays a critical role in disease prevention and population-level health strategies.👉Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a rating or review—it helps support the podcast...
2026-01-23
03 min
Data Science x Public Health
How AI Models Support Pandemic Preparedness
Pandemics don’t emerge at random — patterns form long before the crisis becomes visible.In this episode, we explain how AI models support pandemic preparedness, from scenario modeling and early warning systems to vaccine planning and healthcare resource allocation. You’ll learn how artificial intelligence helps public health experts anticipate outbreaks, test response strategies, and detect emerging threats earlier than traditional methods.👉Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a rating or review—it helps support the podcast.Youtube:
2026-01-23
04 min
Data Science x Public Health
How Time-Series Models Predict Disease Outbreaks Before They Happen
How can public health experts predict disease outbreaks before they spread?In this episode, you’ll learn how time-series analysis and machine learning are used in public health to monitor trends, detect anomalies, and forecast disease outbreaks.We break down classical time-series models like ARIMA, Holt, and Holt-Winters, explore how machine learning enhances outbreak prediction, and explain how early-warning models help identify emerging public health threats. Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS...
2026-01-21
04 min
Data Science x Public Health
How Biostatisticians Influence FDA Decisions and Clinical Trials
Who actually decides whether a drug works?In this episode, you’ll learn how biostatisticians play a critical role in clinical trials and FDA regulatory decisions. We break down how biostatisticians support Phase I–IV clinical trials, shape study design, determine sample sizes, analyze trial data, and influence regulatory approval.You’ll also learn what happens on both sides of the table—where industry biostatisticians defend their analyses and FDA biostatisticians evaluate the evidence—plus the key difference between statistical significance and clinical significance.Youtube: https://www.youtube.com/@BJANALYTICS Insta...
2026-01-21
04 min
Data Science x Public Health
Endemic, Epidemic, or Pandemic: What’s the Difference?
What’s the real difference between an endemic, epidemic, and pandemic—and why does it matter?In this episode, we break down these key epidemiology terms in simple, easy-to-understand language. You’ll learn how epidemiologists classify disease spread, what these situations look like in the real world, and why severity isn’t just about which label sounds “worse.”We also discuss how diseases transition between stages, explain related concepts like outbreaks, sporadic disease, elimination, and eradication, and explore how COVID-19 is currently classified and debated as of 2026.👉Enjoyed the episode? Follow the show to get new epis...
2026-01-21
04 min
Data Science x Public Health
How NLP Detects Public Health Trends from Text Data
Natural Language Processing (NLP) is transforming how public health trends are detected from text data. In this episode, we explain how NLP analyzes health reports, clinical notes, and public health documents to uncover patterns that traditional methods often miss. You’ll learn how word frequency analysis, topic modeling, and Latent Dirichlet Allocation (LDA) help identify emerging health trends, support early outbreak detection, and inform population-level public health decisions.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS ...
2026-01-19
04 min
Data Science x Public Health
Why Your Body Fights Before You Know It
Your body begins defending itself against disease before you’re even aware of it. In this episode, we explain what innate immunity is, how it works as the body’s first line of defense, and why it plays a critical role in epidemiology and public health. You’ll learn how innate immunity protects everyone from birth through physical barriers and cellular responses, and why understanding it matters at the population levelYoutube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJ...
2026-01-19
04 min
Data Science x Public Health
How Bayesian Models Reveal Hidden Medical Details
Medical images often contain hidden details that aren’t visible at first glance. In this episode, we explain how image analysis combined with Bayesian models helps enhance, reconstruct, and interpret medical images. You’ll learn the basics of image analysis, how Bayes’ theorem fits into medical imaging, and why these methods are essential in biostatistics for applications like tumor detection, brain imaging, fMRI analysis, and electron microscopy.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Thre...
2026-01-19
05 min
Data Science x Public Health
How Disease Begins at the Molecular Level
How do diseases actually begin—and why does that matter to epidemiologists? In this episode, we explain what pathogenesis is, how diseases develop at the biological level, and why understanding pathogenesis is essential in epidemiology. You’ll learn how pathogenesis connects with epidemiology through molecular pathological epidemiology (MPE), how molecular mechanisms influence disease progression, and how this knowledge supports disease prevention, risk stratification, and targeted public health interventions.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS
2026-01-16
03 min
Data Science x Public Health
Correlation Isn’t Enough (Part 2): Advanced Causal Inference in Biostatistics
Correlation alone isn’t enough to make real-world decisions. In Part 2 of this series, we explore advanced causal inference concepts used in biostatistics, including propensity score methods, dynamic treatment regimes, missing data, unmeasured confounding, and nonparametric and semiparametric estimation. This episode explains how these tools help researchers strengthen causal interpretation, improve study validity, and support evidence-based conclusions in public health and applied research.Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a rating or review—it helps support the podcast.
2026-01-16
04 min
Data Science x Public Health
This One Tool Powers Modern Public Health Decisions
SQL is one of the most important tools behind modern public health decision-making. In this episode, we explain what SQL (Structured Query Language) is, why it plays a critical role in public health, and how it’s used to manage and analyze large health datasets. You’ll learn how SQL supports disease surveillance, outbreak tracking, population health management, clinical research, and predictive analytics—and why practicing SQL is essential for working with real-world public health and data science workflows.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ ...
2026-01-16
04 min
Data Science x Public Health
Single, Multiple, and Continuous Exposures Explained
Not all outbreaks spread the same way. Some happen all at once, others unfold in waves, and some continue for long periods of time. The difference often comes down to how people are exposed.In this episode, we break down single, multiple, and continuous exposures in epidemiology using clear definitions, real-world examples, and simple explanations of epidemic curve shapes. Understanding these exposure types helps explain why certain outbreaks explode quickly while others persist over time.This beginner-friendly overview is designed to build strong foundations in epidemiologic thinking and outbreak analysis.Youtube: ...
2026-01-14
04 min
Data Science x Public Health
Why Public Health Relies on Stata
Stata is one of the most widely used tools in public health and epidemiology research—but what exactly does it do?In this episode, we break down what Stata is, why it matters in public health, and how it’s used across fields like biostatistics, epidemiology, economics, education, and medical research.This beginner-friendly overview focuses on practical understanding, not coding experience.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: h...
2026-01-14
04 min
Data Science x Public Health
The Science Behind ‘What Causes What’: Causal Inference & Clinical Trials Explained
Correlation alone doesn’t prove cause. In public health and biostatistics, understanding causal inference and clinical trials methodology is essential for answering real-world questions about interventions, treatments, and outcomes.In this episode, we explain what causal inference is, how clinical trials are designed, and why these methods matter when interpreting health data. You’ll learn the difference between association and causation, explore key concepts like counterfactuals and interventional questions, and see how tools such as randomized controlled trials (RCTs), observational studies, and directed acyclic graphs (DAGs) are used in biostatistics research.Youtube: https://www...
2026-01-14
04 min
Data Science x Public Health
Data Science Projects for Public Health: What to Build and Why It Matters
Data science plays a critical role in modern public health. In this episode, we explore the most relevant data science projects used in public health practice and explain why hands-on projects are essential for building real-world analytical skills. You’ll learn about project ideas like disease outbreak prediction, health equity analysis, risk modeling, and public health chatbots, along with where to find real datasets from trusted sources such as the CDC, WHO, and Data.gov. Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X:
2026-01-12
04 min
Data Science x Public Health
Multiple Sclerosis Epidemiology Explained
Multiple sclerosis (MS) is a complex neurological disease with patterns that vary across populations and regions. In this episode, we break down what multiple sclerosis is, explore key risk factors and epidemiological associations, and explain why MS trends matter in the field of epidemiology and public health. This beginner-friendly overview focuses on population-level insights rather than clinical treatment.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.threads.com/@bjanalyticsconsulting
2026-01-12
03 min
Data Science x Public Health
What are Genomics and Bioinformatics?
Discover how genes become meaningful data! In this episode, we break down the basics of genomics and bioinformatics, explain how they connect to biostatistics, and explore why these fields are transforming biological research and population-level health studies.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.threads.com/@bjanalyticsconsulting
2026-01-12
13 min
Data Science x Public Health
Why Public Health Needs AI Engineers
What does an AI engineer do in public health?In this episode, we explain what artificial intelligence engineers are, how they work in the public health field, and why their role is becoming increasingly important. You’ll learn where AI engineers typically work, the tools they use, and how AI supports disease surveillance, health analytics, and population-level decision-making.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.threads.com/@bj...
2026-01-09
04 min
Data Science x Public Health
Is Herpetology Part of Epidemiology?
What does herpetology have to do with epidemiology?In this episode, we break down what herpetology actually studies, why it’s often confused with epidemiology, and where the two fields truly connect through disease ecology and the One Health approach. This beginner-friendly explanation shows how studying reptiles and amphibians can help epidemiologists understand disease transmission, environmental risk, and population-level health.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.th...
2026-01-09
04 min
Data Science x Public Health
How Biostatistics Builds New Drugs
How are new drugs actually developed—and where does biostatistics fit in?In this episode, you’ll learn what pharmaceutical product development is, how biostatistics is used throughout the drug development process, and why statistics play a critical role in turning research into approved medicines. Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.threads.com/@bjanalyticsconsulting
2026-01-09
03 min
Data Science x Public Health
Biometry: The Missing Piece in Biostatistics
Biometry is a term you’ll often see in biostatistics and public health—but what does it actually mean?In this episode, we break down what biometry is, how it relates to biostatistics, and why it plays an important role in public health research and data analysis. This beginner-friendly overview explains the key differences between biometry and biostatistics and shows where biometry is used in real-world public health applications.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com...
2026-01-07
10 min
Data Science x Public Health
What is Cloud Computing in Public Health?
Cloud computing isn’t just for tech companies—it’s transforming public health. Learn what cloud computing is, how it’s applied in public health and data science, and why it’s essential for modern health initiatives.Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a rating or review—it helps support the podcast.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.co...
2026-01-07
04 min
Data Science x Public Health
Why Cholera Still Matters
Cholera may seem like a disease of the past, but it remains critical in public health and epidemiology. Learn what cholera is, how it spreads, and why understanding it is essential for protecting populations.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.threads.com/@bjanalyticsconsulting
2026-01-07
08 min
Data Science x Public Health
The Science Behind Computational Biology
Computational biology uses computer science, data analysis, and statistics to understand complex biological and health-related data. In this episode, you’ll learn what computational biology is, how it connects to biostatistics, why it’s important in research and public health, and how these fields work together in real-world applications. Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.threads.com/@bjanalyticsconsulting
2026-01-05
04 min
Data Science x Public Health
How DNA Solves Disease Outbreaks
Molecular epidemiology helps public health experts track, understand, and control disease outbreaks using genetic data. In this episode, you’ll learn what molecular epidemiology is, why it’s important in public health, and how it’s used in real-world epidemiology practice. This beginner-friendly explanation breaks down key concepts, common techniques, and practical examples.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.threads.com/@bjanalyticsconsulting
2026-01-05
05 min
Data Science x Public Health
Nuclear Fusion Explained: Why It Matters for Public Health
Nuclear fusion is often discussed as the future of clean energy—but what does it mean for public health? In this episode, you’ll learn what nuclear fusion is, why it’s gaining attention now, and how it could impact population health, environmental safety, and long-term health outcomes. We’ll also explore the role of public health professionals and data science in evaluating fusion’s benefits, risks, and real-world implications.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTIC...
2026-01-05
15 min
Data Science x Public Health
Healthy People 2030: The Blueprint Behind U.S Public Health
This special edition episode closes out the year. Happy holidays, and thank you for your continued support. New weekly uploads resume on January 5, 2026.Healthy People 2030 is a national framework that guides public health goals across the United States—but what does it actually do, and why does it matter?In this episode, we break down Healthy People 2030 in simple terms, explain how it works, explore its key goals and focus areas, and show you what kind of data and resources you can find on the Healthy People 2030 website. Link to Healthy Peo...
2025-12-22
10 min
Data Science x Public Health
The Salk Vaccine: A Turning Point in Epidemiology
This special edition episode closes out the year. Happy holidays, and thank you for your continued support. New weekly uploads resume on January 5, 2026.The Salk vaccine was a major turning point in public health and epidemiology.In this episode, we explain what the Salk vaccine was, why it was developed, how it helped stop polio, and how large-scale vaccine trials changed disease surveillance and public health practice.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X:...
2025-12-22
10 min
Data Science x Public Health
How Do Researchers Predict Survival?
This special edition episode closes out the year. Happy holidays, and thank you for your continued support. New weekly uploads resume on January 5, 2026.Survival analysis is a core method in biostatistics used to study time-to-event data, especially in medical and public health research. In this episode, we break down survival analysis in simple terms, explain why it matters, and discuss how it’s used in real-world studies.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.co...
2025-12-22
12 min
Data Science x Public Health
Is a Computer Science Degree the Secret Weapon for an MPH?
Public health is changing fast, and technical skills are becoming more important than ever. In this episode, we break down how a Computer Science degree can support a Master of Public Health program and open doors to modern public health careers.You’ll learn what each degree focuses on, the skills you gain from both programs, how Computer Science tools can be used during an MPH, and the types of careers this combination can lead to.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ ...
2025-12-19
14 min
Data Science x Public Health
How Epidemiology Prevents Disease Before It Gets Worse
Public health doesn’t just treat disease — it works to prevent it at every stage.In this episode, you’ll learn how epidemiology uses three levels of prevention to reduce disease impact before it starts, detect it early, and manage long-term outcomes. Using a tuberculosis example, this episode walks step-by-step through how prevention works in real-world public health practice.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.threads.com/@bjanal...
2025-12-19
10 min
Data Science x Public Health
What Is "Freedom" in Biostatistics? (Degrees of Freedom Explained)
What does “degrees of freedom” really mean in biostatistics—and why does it matter?In this episode, we break down degrees of freedom in simple terms, explain how it’s used in biostatistics, and walk through the formula step by step so you understand what each part represents. Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.threads.com/@bjanalyticsconsulting
2025-12-19
11 min
Data Science x Public Health
How Do Epidemiologists Decide What Approach to Use?
How do epidemiologists decide which approach to use when studying health problems?In this episode, you’ll learn what an epidemiological approach is, why it matters, and how it guides research decisions in public health. We’ll break down descriptive and analytical epidemiology, hypothesis generation, intervention and evaluation, and explain how study designs like randomized controlled trials, cohort studies, and case-control studies fit into the process. We’ll also touch on modern methods such as statistical modeling, systems dynamics, and Bayesian approaches.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: htt...
2025-12-17
14 min
Data Science x Public Health
Why Z Tests, T Tests, and ANOVA Matter in Biostatistics
Parametric tests are some of the most commonly used tools in biostatistics. In this episode, you’ll learn what parametric tests are, why sampling matters, and how Z tests, T tests, and ANOVA are used in biostatistical analysis. This explanation focuses on concepts to help you build a strong foundation in biostatistics.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.threads.com/@bjanalyticsconsulting
2025-12-17
04 min
Data Science x Public Health
3 Public Health Pillars That Shape Your Life
Public health is founded on three key pillars: promotion, prevention, and protection. In this episode, you’ll learn what each pillar means, why they are important in public health practice, and how they are applied with simple, real-world examples. This beginner-friendly explanation shows how public health strategies impact daily life.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.threads.com/@bjanalyticsconsulting
2025-12-17
15 min
Data Science x Public Health
SAS Programming in Public Health
In this episode, we introduce SAS programming for public health, focusing on obesity data. You will learn how SAS is used in public health and explore simple SAS code for analyzing health outcomes. Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.threads.com/@bjanalyticsconsulting
2025-12-15
10 min
Data Science x Public Health
What are the Different Types of Epidemiology?
In this episode, we explore the different types of epidemiology, including infectious disease epidemiology, environmental epidemiology, genetic epidemiology, and cancer epidemiology. This lesson is designed for beginners who want to understand what each category focuses on and why these areas are important in epidemiology. Each category is explained using simple examples to help you connect theory to practice.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.threads.com/@bjanalyticsconsulting
2025-12-15
12 min
Data Science x Public Health
Understanding Chi-Square Tests and Regression in Biostatistics
In this episode, we break down Chi-square tests and regression analysis in biostatistics using clear, beginner-friendly explanations. You will learn the differences between simple and multiple regression, when to use a Chi-square test, and how confounding and effect modification can impact your results. Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.threads.com/@bjanalyticsconsulting
2025-12-15
13 min
Data Science x Public Health
What is Public Health Analytics?
Learn what public health analytics is and why it plays a crucial role in modern public health practice. In this beginner friendly episode, we break down what public health analysts do, the importance of data driven decision making, and how analytics connects to data science. We will also walk through a simple real world task that a public health analyst might complete on the job.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads:
2025-12-12
10 min
Data Science x Public Health
Epidemiologist Career Roadmap
Learn how to become an epidemiologist with this simple beginner-friendly roadmap. In this episode, you’ll discover the typical work environment, required education, job outlook, important skills, and the different areas epidemiologists specialize in. We also walk through a basic example of the data collection steps used in real public health research.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.threads.com/@bjanalyticsconsulting
2025-12-12
11 min
Data Science x Public Health
Biostatistics Basics: Confidence Intervals, P Values, and Tests
Learn core biostatistics concepts used in public health. This episode explains parametric and non parametric data, confidence intervals, p values, and common statistical tests. You will see how to calculate a confidence interval, when to choose parametric versus non parametric tests, and a step by step example that walks through calculating and interpreting a p value. Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.threads.com/@bjanalyticsconsulting
2025-12-12
14 min
Data Science x Public Health
Predictive Modeling in Epidemiology
Learn how predictive modeling is used in epidemiology and why it matters in modern public health decision making. In this episode, we break down three major programming languages used in data science and epidemiology — Python, R, and SAS — and show how each language supports analysis, prediction, and real world public health tasks.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.threads.com/@bjanalyticsconsulting
2025-12-10
13 min
Data Science x Public Health
Descriptive Statistics Further Explained (Part 2)
This episode expands on the foundational descriptive statistics covered in the quantitative data episode. We take a deeper look at populations, samples, continuous and categorical variables, and how they are used throughout public health and biostatistics. You’ll also learn how measures like mean, median, mode, variance, standard deviation, and outliers support real-world public health decisions.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.threads.com/@bjanalyticsconsulting
2025-12-10
14 min
Data Science x Public Health
Infrastructure and Management Branches of Data Science Explained
Learn the key infrastructure and management branches of data science—including big data analytics, data warehousing, and cloud computing—and see how they’re applied in real public health settings. This beginner-friendly lesson breaks down each branch in simple terms and walks through step-by-step examples to help you understand how public health organizations store, manage, and analyze data at scale.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.threads.com/@bjanal...
2025-12-10
13 min
Data Science x Public Health
Understanding NLP, Computer Vision, & Deep Learning in Public Health | Data Science
In this episode, we break down the application-specific branches of data science—including Natural Language Processing (NLP), Computer Vision, and Deep Learning (Neural Networks, CNNs, RNNs). You’ll learn what each branch means in simple terms, why these techniques matter in public health, and how they’re applied using real-world examples.Enjoyed the episode? Follow the show to get new episodes automatically.If you found the content helpful, consider leaving a rating or review—it helps support the podcast.Youtube: https://www.youtube.com/@BJANALYTICS Instag...
2025-12-09
13 min
Data Science x Public Health
What Is Surveillance in Epidemiology?
In this episode, we break down the meaning of surveillance in epidemiology—what it is, why it matters, and how it is used to protect communities and guide public health decisions. This beginner-friendly lesson walks you through the surveillance process, key functions of epidemiologic surveillance, and an easy step-by-step real-world example showing exactly how surveillance works from detection to public health action.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.th...
2025-12-09
14 min
Data Science x Public Health
What Is Quantitative Data? (Part One)
Learn the basics of quantitative statistics and how numerical data is used in research, public health, biostatistics, and data science. This episode breaks down key concepts in a simple way—perfect for beginners who want to understand variables, measures, and how quantitative data helps answer real-world questions.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.threads.com/@bjanalyticsconsulting
2025-12-09
15 min
Data Science x Public Health
Population vs Sample: Simple Explanation for Beginners
Learn the basics of populations, samples, continuous variables, and categorical variables in biostatistics. In this episode, we explain why these concepts are essential in public health and how they’re used in real data. We also walk through an example problem to help beginners understand the process.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.threads.com/@bjanalyticsconsulting
2025-12-06
14 min
Data Science x Public Health
What is an Epidemiological Outbreak?
Learn the basics of outbreaks in epidemiology. In this episode, we explain what outbreaks are, how they’re detected, how they spread, how they are predicted, and the steps used to solve them. We also walk through real outbreak examples in the United States and break down a simple step-by-step problem to help beginners understand the process.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.threads.com/@bjanalyticsconsulting
2025-12-06
15 min
Data Science x Public Health
Core Branches of Data Science Explained
This episode breaks down the core branches of data science — including machine learning, data engineering, data analysis, business intelligence, data mining, statistics, and probability — and explains how each plays a powerful role in the field of public health.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.threads.com/@bjanalyticsconsulting
2025-12-05
12 min
Data Science x Public Health
What is Biostatistics?
In this episode, you’ll learn what biostatistics is, why it’s essential in public health, and how it connects with epidemiology and data science.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.threads.com/@bjanalyticsconsulting
2025-12-04
11 min
Data Science x Public Health
Understanding Epidemiology: What It Is and Why It Matters
Learn the fundamentals of Epidemiology in this beginner-friendly episode. We cover what Epidemiology is, why it’s important in public health, how it connects to data science, and the role of an Epidemiologist.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.threads.com/@bjanalyticsconsulting
2025-12-03
16 min
Data Science x Public Health
Data Science x Public Health
This first new episode discusses the concepts of data science and public health, and then delves into their intersection, exploring the connection between the two fields in greater detail.Youtube: https://www.youtube.com/@BJANALYTICS Instagram: https://www.instagram.com/bjanalyticsconsulting/ Twitter/X: https://x.com/BJANALYTICS Threads: https://www.threads.com/@bjanalyticsconsulting
2025-12-03
14 min