This page serves as the Course Frequenty Asked Questions (FAQ) page and syllabus for Neil's STAT 380: Data Science Through Statistical Reasoning and Computation course in Fall 2023. Feel free to scroll through the page and/or use the navigation links I've provided. If you find something that doesn't work, please let me know so I can fix it.
Highlighted/marked text indicates a place where the class (you) will have a say in the creation of a course policy. After the first week, we'll have these sections filled out.
Last updated: 9/2/2023
From the
PSU Bulletin:
A case study-based course in the use of computing and statistical reasoning to answer data-intensive questions. STAT 380 Data Science Through Statistical Reasoning and Computation (3) This course addresses the fact that real data are often messy by taking a holistic view of statistical analysis to answer questions of interest. Various case studies will lead students from the computationally intensive process of obtaining and cleaning data, through exploratory techniques, and finally to rudimentary inferential statistics. This process will exploit students' exposure to introductory statistics as well as the R programming language -hence the required prerequisites- yet novel computing and analytical techniques will also be introduced throughout the course. For the collection of data, students will learn scripting and database querying skills; for their exploration, they will employ R capabilities for graphical and summary statistics; and for their analysis, they will build upon the basic concepts obtained in their introductory statistics course. The varied case studies will elucidate additional statistical topics such as identifying sources of bias and searching for highdimensional outliers.
Our class (Sec. 3) meets three times a week, each week of the semester, in person.
When the university closes for holidays, weather, or other unexpected events, we will not meet.
Hi! I'm Neil J. Hatfield and I'm teaching Section 004 of STAT 184 for the Fall 2023 semester. You may call me Neil, Dr. Hatfield, Professor Hatfield, Dr. Neil, etc. I use he/him/his pronouns and am readily reachable via Penn State email. You can also connect with me through Microsoft Teams and by phone--(814) 863-7664.
I also encourage students to come visit with me in person when possible. My office is Thomas 425A. I have an open door policy.
As the semester gets underway, I will announce when I have Student Hours scheduled for this course. Student Hours will be held either in Thomas 424/425 or Thomas 425A.
In terms of textbooks, we will draw from a variety of sources which will be posted in Canvas. We will primarily use the following textbooks:
I will try to post additional books, references, and potentially helpful material as the semester progresses in Canvas.
As a technology based course, you will need access to the following:
Beyond the above elements, I've done what I can to minimize additional costs to you. You should not need to purchase any accounts, books, or other materials. Any reading materials will be linked in Canvas.
The overarching goals for this course are to provide students with opportuntities and experiences to engage in data science activities... TBF
You can view the current learning outcomes (and objectives) by checking out the Progress Checker app I've created (linked in Canvas) or by viewing them through a forthcoming document.
All members of our class community have responsibilities.
The Fall 2023 class generated the following responsibilities for students:
The Fall 2023 class came up with the following instructor responsibilities:
Attendance and participation are vitally important for our class community. Attending each class session is an important part of becoming a professional member of our community. However, attendance alone will not guarantee that each person will get the most they can out of the course. This is where your participation comes into play. I will do what I can to provide a variety of ways for people to participate.
You will need to attend each class session baring illness, participation in a Univeristy sanctioned event, or religious observance/practice. We know from past education research that absences can negatively affect students' success. I want you each to find success in this course so please let me know if you are going to be absent so that we might work together to ensure you don't get off track.
The Fall 2023 class has identified the following markers of participating in class:
I believe that assessments are a key way for us to grow and learn together. I strive to create assessments which provide you with opportuntities to practice what you've been learning as well as push you to continue to grow. I encourage you to view any assignments as an opportunity to engage in self-reflection.
Throughout the semester, we'll have a variety of assignments for you to complete either individually or as part of a group.
Assignments that are part of MyOpenMath (MOM) will allow each student to use a Late Pass to given themselves additional time to complete the assignment. The Fall 2023 class has voted to have each late pass grant 48 hours of time and students may use up to two (2) late passes on any assignment (provided late passes are allowed on that assignment and they have that many passes left). Not all assignments will be eligible for using late passes (e.g., group assignment, quizzes, tests).
You do not need to ask me to use a late pass. These are things you can automatically use in the homework system.
You may also contact me about getting a limited extension. This is particularly useful if you are out of late passes, need more than 48 (96) hours, or are dealing with an assignment not eligible for late passes. The process to request an extension is the following:
I will review each request on a case-by-case basis and get back to you with the extended due date that I grant you, which might not be the date you propose. Until you hear back from me, please do not assume that you have the extension. You may only ask for one extension per assignment.
Life happens and things can suddenly go sideways. In such an event, please reach out to me as soon as you can so that we can work together to get you back on track.
If you find yourself asking for multiple extensions, please reach out to me to discuss what’s going on. I’ll do the same if I feel that you’ve made a large number of extension requests.
Due to the existence of late passes and extensions, I will not make full answer keys available to students until after all assignments are submitted. Calculational answers will be available in the homework system once you've submitted the assignment and the due date has passed. Keep in mind that if you view those answers after the due date, the system will bar you from using a Late Pass.
The class will vote on the conditions for tests and final exam.
I use a Standards-Based Grading System in this course. This means that I live and breath the learning outcomes when thinking about assessing each one of you. Throughout each assignment (homework, quizzes, tests, final exam, and course project), every question connects to at least one of the learning outcomes. Each time you answer a question, you are adding to the body of evidence about your understanding for each outcome. I use that entire body of evidence to evaluate where you end up for each learning outcome.
In an ideal world, I would report multiple grades to the Registrar; one for each of the Learning Outcomes. However, Penn State is not advanced enough in their thinking to do such a thing--they are living in a distorated past. I can only report a single letter grade. Thus, at the end of the semester, I am tasked with determining the most appropriate letter grade based upon the semester's worth of data on the Learning Outcomes and Learning Objectives for each of you.
I do this in a data driven way thus each semester is a little bit different. This allows me to make adjustments to account for the unique elements of each semester. The general process involves me looking at the following:
Notice that I focus on Learning Outcomes and Objectives; I'm not looking at homework scores, assessment scores, your participation, or your attendance. The assessment scores are a function of learning outcomes but can create confusion. For example, if you demonstrate Adept Proficiency on one Learning Objective but Not Yet, Not Shown on another--and the assignment is just those two questions--the assignment score looks like a 50%; you don't get the credit for the outcome you have a great understanding of. Your participation and attendance will impact your learning, thus there's no need to grade you on them. Grading participation and attendance can also unfairly impact students in a number of ways.
A tentative course calendar is coming.
Please keep in mind that this calendar may change at any time to best meet the needs of the class.
As a class community, we need to be respectful and welcoming of all members. Inclusive practices start from day one and are important to me.
The Pennsylvania State University campuses are located on the original homelands of the Erie, Haudenosaunee (Seneca, Cayuga, Onondaga, Oneida, Mohawk, and Tuscarora), Lenape (Delaware Nation, Delaware Tribe, Stockbridge-Munsee), Monongahela, Shawnee (Absentee, Eastern, and Oklahoma), Susquehannock, and Wahzhazhe (Osage) Nations. As a land grant institution, we acknowledge and honor the traditional caretakers of these lands and strive to understand and model their responsible stewardship. We also acknowledge the longer history of these lands and our place in that history.
Our institution's official policy states that "The Pennsylvania State University recognizes the need or preference for members of the University community to refer to themselves by a first name other than their legal first name as well as self-assert a gender other than their legal gender or their gender at the time of birth (AD 84)." One way we can support self-identification is by honoring the name and pronouns that each of us go by.
Many people (e.g. international students, performers/writers, trans & non-binary people, and others) might go by a name in daily life that is different from their legal name. In this classroom, we seek to refer to people by the names that they go by.
Pronouns can be a way to affirm someone's gender identity, but they can also be unrelated to a person's identity. They are simply a public way in which people are referred to in place of their name (e.g., "he" or "she" or "they" or "ze" or something else). In this classroom, you are invited (if you want to) to share what pronouns you go by, and we seek to refer to people using the pronouns that they share. The pronouns someone indicates are not necessarily indicative of their gender identity.
Visit Trans and Non-Binary Penn State to learn more.
Penn State University has adopted a Protocol for Responding to Bias Motivated Incidents ( http://equity.psu.edu/reportbias/reports/protocol-for-responding-to-bias-motivated-incidents) that is grounded in the policy that the “University is committed to creating an educational environment which is free from intolerance directed toward individuals or groups and strives to create and maintain an environment that fosters respect for others.” That policy is embedded within an institution traditionally committed to academic freedom (https://guru.psu.edu/policies/OHR/hr64.html)
Bias motivated incidents include conduct that is defined in University Policy AD 91: Discrimination and Harassment, and Related Inappropriate Conduct (https://guru.psu.edu/policies/ad91.html). Students, faculty, or staff who experience or witness a possible bias motivated incident are urged to report the incident immediately by doing one of the following:
One of the greatest things about being human is that we are each our own unique person. As such, there is a whole realm of neurodiveristy in any classroom. What some people need to have comfort and success in our class will be different from those of others. We welcome all individuals from across the neurodiviersity spectrum. I ask that we provide grace and space for all people to be themselves.
If you are feel like you're having problems in the course, please come see me and let's see what we can do to help you. This might include reaching out the Student Disability Resources office (or other offices on campus).
If you currently have academic accommodations, please make sure to talk with me as soon as possible so that we can get everything in place.
If you've had academic accommodations in the past but haven't registered with the Student Disability Resources office, I encourage you to do so. Having the accommodations does not mean that you have to use them but they do provide you with an additional support system. To start the process, please reach out through the Student Disability Resources (SDR) website, which provides contact informaiton for every Penn State campus.
Many students at Penn State face personal challenges or have psychological needs that may interfere with their academic progress, social development, or emotional well-being. The university offers a variety of confidential services to help you through difficult times, including individual and group counseling, crisis intervention, consultations, online chats, and mental health screenings. These services are provided by staff who welcome all students and embrace a philosophy respectful of clients’ cultural and religious backgrounds, and sensitive to differences in race, ability, gender identity and sexual orientation.
Veterans and currently serving military personnel and/or spouses with unique circumstances (e.g., upcoming deployments, drill/duty requirements, disabilities, VA appointments, etc.) are welcome and encouraged to communicate these, in advance if possible, to the instructor in the case that special arrangements need to be made. Check out Penn State's Veterans Affairs and Services website for more information.
A central aspect of education is that you build your knowledge and develop ways of thinking that will support you in your life and career. As one of your educators, part of my role is to assess your learning so that I can help you build the most productive ways of thinking. In order for me to best help you, I need the most accurate and reliable data about your thinking and learning. Academic integrity is a key to this process.
A person demonstrates academic integrity when they engage in any scholarly/educational activity in an open, honest, and responsible manner. This is part of our Shared Responsibilities.
The Eberly College of Science Code of Mutual Respect and Cooperation embodies the values that we hope our faculty, staff, and students possess and will endorse to make The Eberly College of Science a place where every individual feels respected and valued, as well as challenged and rewarded.
There are many different ways in which a person's actions may directly or indirectly lead to violating Academic Integrity. Keep in mind whether a person acts intentionally or accidentaly, that action could still result in violating Academic Integrity. The best advice I can give is to always talk with your instructors before you submit the assignment. Here are a few of the broad categories of actions that lead to violation of academic integrity.
The best advice I can provide is to talk with your instructor before you submit any assignment. Once you submit, you've solidified your action and there isn't anything your instructor can except to report the violation.
A person violates academic integrity when they act in a way either (dis-)advantages themselves or (dis-)advantages someone else that is not explicitly allowed ahead of time. While people have a variety of reasons for choosing to act in such ways (e.g., stress, lack of time, perssure to perform, etc.), we need to keep in mind that choosing to violate academic integrity impacts everyone. The person violating academic integrity weakens their own academic growth--they do not receive the feedback that is actually necessary for their growth. The class community suffers as such cases delay giving feedback, and erode the sense of trust in the community.
It is expected that any work submitted is your own. Class members may work on homework assignments and lab assignments in groups, but each student must write up answers in their own words and submit lab quizzes and homework assignments separately.
The major distinction between collusion, working together, and group work comes down to what has been explicitly allowed by the instructor. Collusion is never allowed.
I encourage students to work together on assignments. However, when students work together, each person is individually responsible for their own work. Having one person answer the questions, write the code, etc. and then pass the results to the other person is not working together. Rather, each person should be engaged in the problems, sharing ideas, thoughts, and approaches. The individual differences in how we each write and talk should be present in the answers and work each person submits. Working together can enrich the learning of all those who are actively participating.
Group work occurs when the instructor gives an activity or assignment that is meant to be completed by a group of students together with a single submission for the group. This is not a violation of academic integrity due to the specifications the instructor has set up for the assignment.
Part of learning involves running into situations where you don't instantly have a solution. Rather, you have to think about the problem, try a few things, and then pieces fall into place. You do not have to engage in such struggles alone. Getting help is a great way to help you engage in productive struggle that leads to better learning. However, not all sources of help will actually support your learning and growth. Here are my suggestions for places to seek help.
You'll notice that on the last two I've placed the phrase "Use caution." While you might learn how to handle the specific problem you ask about, there's no guarantee that what you get from these will help you later on in the course. Additionally, there may be differences in approaches that might cause you more problems. For example, online resources (e.g., Stack Overflow) may show solutions that are 1) out of date/not recommended anymore, 2) rely on packages that are no longer available, 3) use techniques that are well-beyond what we're trying to do, 4) and/or cause new problems when you attempt to incorporate them into your work. If you find a solution online or got from someone not associated with our course, feel free to come talk to me about it. We can go over it together and I can show you how we can evaluate such advice.
When you are getting help be sure that you are not crossing the line and having someone else do your learning for you.
Chatbots such as OpenAI's ChatGPT or Google's Bard appear confident in the answers they provide. However, their answers are not always logical nor stand up to scrutiny. If a person relies upon chatbots to do their work, they will miss out on critical opportunities to develop the ways of thinking necessary to detect problems with AI generated answers.
An important part aspect of this course is to help you develop foundational ways of thinking about programming in R so that you can go on to write your own code for conducting analyses. Overly relying on other tools (e.g., ChatGPT, Bard, CodePilot, Stack Overflow, etc.) will limit your growth. This can then have implications for your job if you are constantly using these tools to do your work. Therefore, unless explicit permission is given for a particular assignment, the entire class community (the instructor, the students, TAs, etc.) should actively refrain from using generative AI tools. When such use is explicitly authorized, that work should be properly documented. Direct usage of output from chatbots should be treated much like a direct quotation; derivations of such output should be treated as paraphrased text.
Any instances of academic dishonesty will be pursued under the University and Eberly College of Science regulations concerning academic integrity. For more information on academic integrity, see Penn State's statement on plagiarism and academic dishonesty.
First Time | Second Time | Third or Higher Time | |
---|---|---|---|
Minor | Redo the assignment | Assignment Grade lowered by 1 rubric level | Assignment Grade of 0 |
Moderate | Redo the assignment | Assignment Grade is lowered by 3 rubric levels | Assignment Grade of 0 |
Major | Assignment Grade of 0 | Assignment Grade of 0 | Fail the Course (Grade XF) |
I will use the above table for my recommendations. Keep in mind the the Eberly Committee on Academic Integrity as well as the Office of Student Conduct may choose alter the consequences, including increasing them.
Issues involving violations copyright law (e.g., posting assignments to websites such as Chegg, CourseHero, etc.) will not only constitute a Major violation of the Academic Integrity policies of this course, but will also entail a separate violation of the Penn State Student Code of Conduct.
Should the university close due to weather or campus emergencies, please be sure to follow any directions included in the University's official announcement. You can stay up to date on such announcements by signing up for PSUAlert (https://psualert.psu.edu/psualert) and/or following Penn State on social media.
In the event of university closure, we will not meet in person. Please check your PSU email and Canvas for further course announcements.
In the event that I'm not able to attend class, I will send out an annoucement for what the plan will be. This may include having a guest speaker/instructor (a substitute), for work time (independent or in groups), or cancel the session. Such information will be announced as needed via PSU email/Canvas.
If you are prevented from completing this course within the prescribed amount of time for reasons that are beyond your control, it is possible to have the grade deferred with the concurrence of the instructor, following Penn State Deferred Grade Policy 48-40. To seek a deferred grade, you must submit a written request (by e-mail or U.S. post) to the instructor describing the reason(s) for the request. Non-emergency permission for filing a deferred grade must be requested before the beginning of the final examination period. It is up to the instructor to determine whether or not you will be permitted to receive a deferred grade. If permission is granted, you will work with the instructor to establish a communication plan and a clear schedule for completion within policy. If, for any reason, the coursework for the deferred grade is not complete by the assigned time, a grade of "F" will be automatically entered on your transcript.
The syllabus for this course (and all other course syllabi) does not constitute a legal contract. Further, I intend for this syllabus to change to reflect the decisions we make as a community on several areas listed above as well as adapting to our needs throughout the semester. Changes to the syllabus will be announced in class and updated here.