Best Data Collection Methods Podcasts (2025)

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E32. 7 Ways to Be More Inclusive in the Classroom 26:58

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14h ago26:58

26:58

What if inclusion does not start with a schedule or a seating chart but with your next small decision? In this episode of The Intentional IEP Podcast, Stephanie explores what real inclusion looks like and how it can be practiced every day. Inclusion is a mindset and a series of intentional choices that help every student feel seen, supported, and a…

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1_Overview (Video) 32:58

3d ago32:58

32:58

This episode provides a comprehensive introduction to statistical concepts and how they relate to social science research. Professor Fulton discusses the course objectives which include teaching listeners to gather, describe, analyze, and interpret data. The episode highlights the selection of an intuitive textbook designed to make the learning pro…

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2_Collecting Data and Sampling (Video) 44:42

3d ago44:42

44:42

In this episode of "Collecting Data and Sampling," the complexities of sampling in research are explored, drawing an intriguing parallel to casual weekend trips to Costco for free samples. This analogy sets the stage for a deeper discussion on the statistical methods and challenges involved in sampling populations for research purposes. The intrica…

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1_Overview 32:58

6d ago32:58

32:58

This episode provides a comprehensive introduction to statistical concepts and how they relate to social science research. Professor Fulton discusses the course objectives which include teaching listeners to gather, describe, analyze, and interpret data. The episode highlights the selection of an intuitive textbook designed to make the learning pro…

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2_Collecting Data and Sampling 44:42

3d ago44:42

44:42

In this episode of "Collecting Data and Sampling," the complexities of sampling in research are explored, drawing an intriguing parallel to casual weekend trips to Costco for free samples. This analogy sets the stage for a deeper discussion on the statistical methods and challenges involved in sampling populations for research purposes. The intrica…

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3_Experiments and Observations 55:46

3d ago55:46

55:46

Dive into the intriguing world of social statistics with our latest podcast episode, "Experiments and Observations," where we unravel how variables from the General Social Survey (GSS) can shape our understanding of societal behaviors and beliefs. Join our hosts as they explore fascinating variables such as LAW1, which probes experiences with robbe…

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4_Variables 50:59

3d ago50:59

50:59

In this episode of the podcast titled "Variables," we delve into the intriguing world of statistics and sociology, exploring how different variables can profoundly influence our understanding of societal trends and behaviors. The discussion kicks off by examining the relationship between air pollution and the proportion of paved versus grassy groun…

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5_Distributions and Relationships 43:46

3d ago43:46

43:46

In this insightful episode of "Distributions and Relationships," listeners are guided through essential statistical concepts crucial for academic assessments and research. The discussion emphasizes the importance of precisely addressing questions as posed in assignments and exams, stressing that exceeding or misinterpreting questions can detract fr…

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6_Confidence Intervals (Part 1 of 2) 49:09

3d ago49:09

49:09

Join us for the opening episode of our two-part series on "Confidence Intervals" in this enlightening podcast episode. We explore the fundamental concepts of statistical inference, using real-life examples like the correlation between smoking and health to illustrate negative correlations in data analysis. This episode provides a thorough explanati…

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7_Confidence Intervals (Part 2 of 2) 44:20

3d ago44:20

44:20

In this episode of our podcast, we delve deeper into the concept of “Confidence Intervals,” focusing on how statistical inference can help us estimate population parameters based on sample data. Building on the foundation laid in part one, we explore the roles of population parameters like mean and proportion, and how they can be estimated using sa…

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8_Hypothesis Testing (Part 1 of 3) 40:58

3d ago40:58

40:58

Welcome to the first episode of our three-part series on “Hypothesis Testing”. This episode dives into the complexities of hypothesis testing, an essential aspect of statistical analysis, through a live classroom setting. We witness a dynamic teaching session where students engage with challenging concepts like hypothesis formulation, sample statis…

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9_Hypothesis Testing (Part 2 of 3) 40:44

3d ago40:44

40:44

In this enlightening episode of our educational podcast, we continue our exploration into the fundamental aspects of statistics with the second segment in our three-part series on "Hypothesis Testing." Our host expertly navigates through the complexities of hypothesis testing in statistics, focusing on the essential question: What is the probabilit…

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10_Hypothesis Testing (Part 3 of 3) 34:59

3d ago34:59

34:59

In this engaging final episode of our three-part series on “Hypothesis Testing,” we delve into the intricate world of statistical significance, sample sizes, and hypothesis testing errors. Our host, alongside guest statisticians, breaks down complex concepts into understandable segments, focusing on how different sample statistics like means and pr…

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11_Review #1 34:46

3d ago34:46

34:46

In this episode, Professor Fulton begins by clarifying the key elements that define a distribution: shape, center, and spread. Highlighting how these elements can significantly inform our understanding of data without delving into complex numerical details, the discussion progresses to more specific statistical methods, such as random sampling and …

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12_Normal Distributions 45:25

3d ago45:25

45:25

In this episode of our podcast, we delve into the essentials of "Normal Distributions," a fundamental concept in statistics that influences various aspects of data analysis. We start by discussing the performance on a recent exam, highlighting how understanding early lessons forms the foundation for more complex topics. The focus then shifts to qua…

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13_Inference for Categorical Variables (Part 1 of 2) 41:17

3d ago41:17

41:17

In this enlightening first episode of our two-part series on "Inference for Categorical Variables," we delve into essential statistical methods for analyzing categorical data. This discussion centers on foundational concepts such as sample statistics, standard errors, significance levels, and their pivotal roles in hypothesis testing. Through pract…

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14_Inference for Categorical Variables (Part 2 of 2) 38:45

3d ago38:45

38:45

In the concluding segment of our series on “Inference for Categorical Variables”, we delve into the intricate details of statistical analysis with a focus on correlation and differences in proportions. This episode is packed with valuable insights for anyone keen on deciphering how to interpret correlation values, particularly their direction, magn…

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15_Inference for Quantitative Variables (Part 1 of 2) 45:01

3d ago45:01

45:01

In this episode, titled "Inference for Quantitative Variables," we embark on the first segment of a two-part series dedicated to demystifying statistical analysis. Our discussion dives into hypothesis testing and confidence intervals through a practical examination of the General Social Survey (GSS) data. We focus on comparing educational achieveme…

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16_Inference for Quantitative Variables (Part 2 of 2) 38:31

3d ago38:31

38:31

In the concluding segment of our two-part series on “Inference for Quantitative Variables”, this episode dives into the finer details of the normal distribution. Building on our exploration of sample means, we shift our attention to differences in means and correlations. The discussion methodically unpacks the calculation of standard error when com…

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17_Chi Square Tests 40:01

4d ago40:01

40:01

In this episode of the podcast, we delve into the world of statistics with a detailed discussion on “Chi Square Tests”. Our conversation begins by exploring how categorical variables like happiness can be quantitatively analyzed through statistical methods. We discuss the concept of ordered categorical variables, using happiness as a case study to …

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18_Understanding ANOVA: Exploring Variance Analysis in Statistical Inference 40:16

4d ago40:16

40:16

In this episode of our podcast, we delve into the intricate world of “ANOVA (Analysis of Variance),” a cornerstone statistical method used for discerning differences between group means across multiple categories. Our expert demystifies the math behind comparing variances within and between groups, offering a step-by-step explanation that caters to…

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19_Multiple Comparisons: Delving Deeper with ANOVA 31:47

4d ago31:47

31:47

Dive into the intricacies of statistical analysis in this episode of "Multiple Comparisons," where we explore the process of ANOVA (Analysis of Variance) and its application to multiple comparisons in academic fields. Following our previous discussion on ANOVA basics, today we focus on identifying specific group differences after establishing that …

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20_Simple Linear Regression (Part 1 of 2) 52:05

4d ago52:05

52:05

In this episode of our podcast, we delve into the essentials of “Simple Linear Regression,” a cornerstone analytical technique in both statistics and sociology. In this episode our focus is on understanding and applying mathematical models to predict outcomes based on given data. Today, we're specifically tackling the linear model, which assumes a …

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21_Simple Linear Regression (Part 2 of 2) 44:43

4d ago44:43

44:43

In this concluding episode of our two-part series on “Simple Linear Regression,” we dive deeper into the intricacies of building and interpreting linear regression models. As the final lecture before the exam, our host emphasizes the importance of proper interpretation of regression results, distinguishing between sample and population models, and …

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22_Review #2 29:48

4d ago29:48

29:48

In this episode, Professor Fulton reviews the statistical methods of calculating confidence intervals and hypothesis tests, exploring the vital role of the standard error in these processes. As we break down complex statistical terms and methods, we also introduce three different techniques for estimating standard error, including bootstrap simulat…

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23_Multiple Regression (Part 1 of 2) 33:16

4d ago33:16

33:16

Dive deep into the world of statistical analysis with this enlightening episode of our educational podcast, where we explore the intricacies of “Multiple Regression.” Building on our previous discussions on simple linear regression, this episode delves into scenarios involving multiple predictors to understand complex relationships between variable…

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24_Multiple Regression (Part 2 of 2) 38:10

4d ago38:10

38:10

In the concluding part of our two-part series on “Multiple Regression,” we dive deep into the practical challenges of applying statistical theories to social research. This episode focuses on the intricacies of constructing hypotheses, selecting variables, and the importance of a solid theoretical foundation. Listeners will gain insights into the s…

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E31. Making Data Driven Decisions 23:06

8d ago23:06

23:06

If your IEP binder is full but you’re still unsure whether your students are actually making progress, this episode is for you. Stephanie dives into the part of the IEP process that’s often ignored: analyzing data. Not just collecting it, but actually using it to guide your next steps. You’ll get a clear, step-by-step system for turning raw data in…

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S5E1: Moving is Disruptive Part 2: Electric Boogaloo 1:03:39

10d ago1:03:39

1:03:39

No, you’re not having deja vu. It’s a different kind of two part episode, one that is two and a half years in the making. Sara has moved to a new institution! And just to one up Jess, she has also moved to a new country! Listen to hear her talk about what it’s like to move institutions as a (ahem) senior professor. What kinds of things do you have …

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E30. Documenting Student Need in the IEP 23:37

15d ago23:37

23:37

In this episode, Stephanie sits down with Cortnie to dive into documenting student needs in the IEP. Pulled straight from The Intentional IEP membership, this conversation breaks down how to identify a child’s specific needs and document them in a way that’s clear, meaningful, and actionable. Stephanie and Cortnie use real, concrete examples to wal…

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Three Non-Sampling Errors that Impact Data Quality–And How to Fix Them 14:13

15d ago14:13

14:13

In this episode of Survey & Beyond: The Data Collection Podcast, host Marta Costa goes solo to break down three critical non-sampling survey errors — enumerator effects, nonresponse errors, and response errors — while providing practical, actionable solutions for each. If you enjoyed this episode, make sure to subscribe, rate, and review on Apple P…

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E29. The Different Types of IEP Data Explained 19:37

24d ago19:37

19:37

Ever feel like you’re collecting a lot of data but not sure if it’s actually useful? You’re not alone. Many special education teachers, service providers, and IEP team members struggle with understanding which data matters most and how to use it effectively. In this episode, we break down the ten types of data you should know. You’ll learn what eac…

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E28. The Crucial Role Gen Ed Teachers Play in IEPs 27:09

1M ago27:09

27:09

If you’re a general education teacher, you carry a lot—lesson plans, classroom management, and the needs of every learner who walks through your door. But when it comes to IEPs, it can be easy to feel unsure of your role or even overlooked. In this episode, Stephanie brings both general and special education teachers into the conversation to talk a…

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E27. How to Build IEP Teams That Support Students 21:56

1M ago21:56

21:56

Today we’re talking about something that often gets overlooked but makes all the difference in how your classroom runs. Team building. It’s not something that always shows up in your IEP goals or service minutes, but you feel it when it’s missing. When the team isn’t clicking, when paras don’t feel supported, when everyone’s running in their own la…

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E26. How to Assess Student Behavior Effectively 18:18

2M ago18:18

18:18

If you’ve ever felt unsure about why a student is acting out or how to best support their needs, this episode will help you make sense of it all. Stephanie shares practical ways to assess student behavior with clarity and confidence. Whether you’re prepping for an FBA, tracking classroom behaviors, or trying to figure out what’s really going on wit…

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Why Does Traceability Matter in Carbon Offsets? With Alexa Kneale of PowerSolve Technologies 27:57

1M ago27:57

27:57

In this episode of Survey & Beyond: The Data Collection Podcast, host Marta Costa sits down with Alexa Kneale, a Researcher and Account Executive at PowerSolve Technologies, a custom software solutions provider and bespoke MRV tools developer for seamless data management and ER calculations. Together, they demystify the carbon offset industry and e…

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E25. How to Write Trauma Informed Practices into IEPs 49:34

2M ago49:34

49:34

In this episode, Stephanie welcomes Nichole for an important conversation about keeping trauma informed practices in IEPs. This episode is pulled straight from the members only training vault, giving you a peek inside one of the powerful conversations usually reserved for members. Together, they explore what it truly means to be trauma informed and…

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E24. What Qualifies a Child for an IEP? 19:13

2M ago19:13

19:13

In this episode, Stephanie breaks down one of the biggest questions in special education: how does a student actually get an IEP? She explains what begins the process, what signs to look for, and what happens during and after the evaluation. Whether you are a teacher noticing ongoing challenges or a parent wondering if your child needs extra suppor…

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E23. 3 Ways AI Can Help Special Education Teachers (Without Taking Your Job) 15:08

2M ago15:08

15:08

AI is everywhere in education right now, and it’s easy to feel unsure about it. Today, we break down practical ways it can support your work without taking over your role. In this episode of The Intentional IEP Podcast, we look at three ways AI can help special education teachers — from IEP writing to lesson planning and daily systems — all while k…

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E22. 7 Misconceptions Teachers Have About Data Collection 17:50

2M ago17:50

17:50

If you’ve ever thought, Am I collecting enough data? Am I even doing this right? Does this even count as progress monitoring? You’re not alone. Data collection is one of the biggest stress points for special education teachers, and much of that stress comes from common myths. In this episode, Stephanie tackles 5 of the biggest misconceptions about …

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E21. Understanding the Different Types of IEP Meetings 16:02

3M ago16:02

16:02

Not all IEP meetings are created equal — and knowing the differences can make the entire process smoother for you and for families. In this episode of The Intentional IEP Podcast, Stephanie walks through the most common types of IEP meetings, what to expect in each, and how to prepare so every conversation feels purposeful and productive. Here’s wh…

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How Can We Measure Social-Emotional Learning More Accurately? With Jeremy Taylor of The Possible Zone 23:44

3M ago23:44

23:44

In this episode of Survey & Beyond: The Data Collection Podcast, host Marta Costa sits down with Jeremy Taylor, Chief Research and Evaluation Officer at The Possible Zone. Together, they explore how social-emotional learning (SEL) and STEM education intersect with cutting-edge data collection, unpacking why surveys still matter, but also why they'r…

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E20. What Legally Has to Be in Every IEP 21:29

3M ago21:29

21:29

If you’ve ever wondered what absolutely must be in every IEP you write — whether it’s your first or your 400th — this episode is for you. Stephanie breaks down the 8 legally required components of an IEP under IDEA, plus a few bonus considerations that often get overlooked but are just as important. Here’s what you’ll hear in this episode: Why pres…

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E19. Changing Your Mindset About Challenging Student Behavior 33:17

3M ago33:17

33:17

This episode might look a little different, but Stephanie is excited to give listeners a peek into one of the expert guest trainings from The Intentional IEP. Stephanie sits down with Sam to tackle changing your mindset about challenging student behaviors and explore practical strategies for managing behavior in the classroom. In this episode, you’…

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E18. The Problem with 80% Accuracy in 3 of 4 Trials 24:16

3M ago24:16

24:16

That phrase on IEPs — “80% accuracy in 3 out of 4 trials” — doesn’t actually measure mastery. On today's episode, Stephanie breaks down why this one-size-fits-all approach is a red flag, what it does to your data, and how to write mastery criteria that actually matter. You’ll get real examples, reflection questions, and strategies for creating goal…

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E17. 10+ Things Not to Say in an IEP Meeting 22:23

4M ago22:23

22:23

We spend so much time preparing for IEP meetings—writing goals, gathering data, pulling everything together—yet when we finally sit down at the table, the words we use can make or break the entire conversation. There are a handful of phrases that can instantly shift the tone of a meeting, and not in a good way. Some of them come out of habit, other…

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E16. What Every General Education Teacher Needs to Know 16:44

4M ago16:44

16:44

If you teach in a general education classroom, this episode is for you. Students with IEPs are in your class every day, and knowing how to read, understand, and use those IEPs makes a real difference—for your students and for your teaching. This episode gives you practical, clear guidance to feel confident supporting every learner. Here’s what we’l…

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What Does It Take to Make Digital Data Collection Accessible? With Maulik Chauhan of Trestle Research 33:38

4M ago33:38

33:38

If you think expertise alone rules the technical training game, you’ve got it all wrong! In this episode of Survey & Beyond: The Data Collection Podcast, host Marta Costa sits down with Maulik Chauhan, Founder of Trestle Research and India Lead at SurveyCTO, to understand what it really takes to drive successful digital transformation. Together, th…

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E15. Goals VS Objectives VS Benchmarks 13:24

4M ago13:24

13:24

Let’s be honest — writing IEP goals can feel overwhelming and confusing, especially when it comes to understanding the difference between annual goals, objectives, and benchmarks. In this episode, Stephanie breaks it all down so you can finally feel confident and clear about what you’re writing and why it matters. You’ll learn how the annual goal a…

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E14. SDI Implementation 16:19

4M ago16:19

16:19

Ever catch yourself wondering, “Am I actually doing SDI the way I’m supposed to?” Stephanie’s got you covered in this episode. She breaks down what SDI really means, how it’s different from accommodations or just good teaching, and what you need to make it work for your students. SDI is all about giving students instruction that’s tailored to their…