STAT 250: Introduction to Biostatistics

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Presentation transcript:

STAT 250: Introduction to Biostatistics Kari Lock Morgan klm47@psu.edu

Biology Education Core Competencies (Vision and Change, 2011) 1. Ability to apply the process of science: Biology is evidence based and grounded in the formal practices of observation, experimentation, and hypothesis testing. 2. Ability to use quantitative reasoning: Biology relies on applications of quantitative analysis and mathematical reasoning 3. Ability to use modeling and simulation (plus 3 more…)

by Lock, Lock, Lock Morgan, Lock, and Lock Course Materials Statistics: Unlocking the Power of Data by Lock, Lock, Lock Morgan, Lock, and Lock WileyPlus necessary; used for homework Details on how to register/purchase WileyPlus WileyPlus comes with ebook; hardcopy is optional WileyPlus includes text, embedded practice problems, videos for every example and learning goal, homework iclicker Register by Friday, 9/4, at clickers.psu.edu

Main Course Website Lecture slides and course documents posted here www.personal.psu.edu/klm47/Courses/STAT250/Fall2015/schedule.html Syllabus Office Hours Reading HW Lecture slides Lecture slides and course documents posted here

Other Course Websites Main: lecture slides, labs, documents, info WileyPlus: textbook, videos, practice problems, homework Piazza: discussion, questions, communication (use Piazza rather than email) ANGEL: grades

Keys to Success Come to class ready to think and be engaged Come to lab ready to think and be engaged Do the homework and give it an honest effort Read the textbook or watch videos if confused Do lots of practice problems Stay on top of the material

Introduction to Data SECTION 1.1 Data Cases and variables Categorical and quantitative variables Using data to answer a question

Why Statistics? Statistics is all about DATA Data are everywhere! Collecting DATA Describing DATA – summarizing, visualizing Analyzing DATA Data are everywhere! You will have to make decisions based on data, or evaluate decisions someone else has made based on data (This is particularly true in the health sciences!)

Data Data are a set of measurements taken on a set of individual units Usually data is stored and presented in a dataset, comprised of variables measured on cases

Cases and Variables We obtain information about cases or units. A variable is any characteristic that is recorded for each case. Generally each case makes up a row in a dataset, and each variable makes up a column

National Health and Nutrition Examination Survey

Countries of the World Country Land Area Population Rural Health Internet Birth Rate Life Expectancy HIV Afghanistan 652230 29021099 76 3.7 1.7 46.5 43.9 Albania 27400 3143291 53.3 8.2 23.9 14.6 76.6 Algeria 2381740 34373426 34.8 10.6 10.2 20.8 72.4 0.1 American Samoa 200 66107 7.7 Andorra 470 83810 11.1 21.3 70.5 10.4 Angola 1246700 18020668 43.3 6.8 3.1 42.9 47 2 Antigua and Barbuda 440 86634 69.5 11 75 Argentina 2736690 39882980 8 13.7 28.1 17.3 75.3 0.5 Ask: What are the cases? What are the variables?

Diet Coke and Calcium Drink Calcium Excreted Diet cola 50 62 48 55 58 61 56 Water 46 54 45 53 Ask: What are the cases? What are the variables?

Data Applicable to You Think of a potential dataset (it doesn’t have to actually exist) that you would be interested in analyzing What are the cases? What are the variables? What interesting questions could it help you answer? Have students discuss, share answers

Counties with the highest kidney cancer death rates For fun, ask students to hypothesize about kidney cancer risk factors Counties with the highest kidney cancer death rates Source: Gelman et. al. Bayesian Data Anaylsis, CRC Press, 2004.

Kidney Cancer If the values in the kidney cancer dataset are rates of kidney cancer deaths, then what are the cases? The people living in the US The counties of the US

Kidney Cancer If the values in the kidney cancer dataset are yes/no, then what are the cases? The people living in the US The counties of the US

Categorical versus Quantitative Variables are classified as either categorical or quantitative: A categorical variable divides the cases into groups A quantitative variable measures a numerical quantity for each case

Ask them to classify each as categorical or quantitative

Kidney Cancer If the cases in the kidney cancer dataset are counties, then the measured variable is… Categorical Quantitative

Kidney Cancer If the cases in the kidney cancer dataset are people, then the measured variable is… Categorical Quantitative

(We’ll explore all of these questions during the course!) Variables For each of the following situations: What are the variables? Is each variable categorical or quantitative? Are children with higher exposure to pesticides more likely to develop ADHD? Does exercise make you smarter? Can dogs detect cancer? Do males find females more attractive if they wear red? (We’ll explore all of these questions during the course!)

Summary Data are everywhere, and pertain to a wide variety of topics A dataset is usually comprised of variables measured on cases Variables are either categorical or quantitative Data can be used to provide information about essentially anything we are interested in and want to collect data on!

To Do Read Section 1.1 Due Friday, 8/28: Take the pretest Due Friday, 9/4: Section 1.1 HW If you haven’t already… Get WileyPlus Get a clicker and register by 9/4

http://www.youtube.com/watch?v=nTBZuQR7 dRc&feature=youtu.be Why Statistics? http://www.youtube.com/watch?v=nTBZuQR7 dRc&feature=youtu.be