Pennsylvania State University

Pennsylvania State University

Principles of Causal Inference

Attendance Policies

Attending class – Students are expected to attend class and participate in all activities. If you have to miss a class, please let the instructor know.

Communication Expectations

Questions and Other Communications with Instructor

Instructor will generally respond in 1-2 day(s) to student emails during normal business hours. Please use Canvas for all course-related communication with the instructor.

Groupwork

Part of this course may involve groupwork. In such a case, are expected to collaborate and communicate with your group members in a professional manner. Group grades will only be given to participating group members. When providing feedback to a classmate, you are expected to communicate constructive criticism in a professional manner.

Logging into Canvas

Students are expected to log in to Canvas daily, to check for course updates, announcements, emails, discussions, etc.

Checking Study Guide

Reading assignments, lecture slides, and other course materials will be posted on the study guide. Students should bookmark and check the study guide (on the course web page) daily.

Email Communications with the Course Staff

Students are expected to use Canvas for all course-related email communications with the instructor check their email regularly.

Grading Policies

The grade in this course will be based on assignments, exams, course project. These components will be weighted as follows in assigning an overall numeric score:
  • Assignments: 20%
  • Project(s): 50%
  • Exam(s) 20%
  • Class Participation: 10%

Students are guaranteed to receive the letter grade based on the scales shown below. However, the instructor reserves the right to modify the grading scale so as to improve the letter grade if warranted by the circumstances (e.g., unusually high level of difficulty of problem sets).

  • 93% - 100% A
  • 90% - 93% A-
  • 87% - 90% B+
  • 87% - 83% B
  • 83% - 80% B-
  • 80% - 77% C+
  • 77% - 70% C
  • 70% - 60% D
  • 0% - 60% F

Policy on Late Submission of Assignments

Assignments must be turned in on or before the specified due date. Rare exceptions to this policy might be made, at the discretion of the course staff, under demonstrably extenuating circumstances. The instructor reserves the right to assign grades for assignments by grading a randomly selected subset of problems.

Projects

Projects are to be turned in on or before the specified due date(s). Rare exceptions to this policy might be made, at the discretion of the course staff, under demonstrably extenuating circumstances.


Academic Integrity Policies

Penn State, the College of Information Sciences and Technology, and the Data Sciences Program are committed to maintaining Penn State’s policy on Academic Integrity in this and all other courses. We take academic integrity matters seriously and expect you to become a partner to the University/College standards of academic excellence. For more information, please review the college's Academic Integrity policies and procedures.

While utilizing additional sources outside of this class is encouraged for gaining a better understanding of course concepts, seeking explicit answers for graded assignments from outside sources (e.g. Course Hero, Chegg, tutoring services like tutor.com, etc.) is considered CHEATING and will not be tolerated. Sanctions range from failure of the assignment or course to dismissal from the University. Additionally, sharing course content without permission is a violation of copyright and may result in university sanctions and/or legal ramifications. Please see below for details of the policies applicable to this course.

Students enrolled in courses at Pennsylvania State University are expected to maintain the highest standards of academic integrity. Cases of cheating that go undetected and hence unpunished skew the grading curve in a class, thereby lowering the grades for students who do not cheat. Students who cheat rob themselves not only of knowledge and skills that they should have acquired in a course, but also of the experience of learning how to learn, arguably the most valuable benefit of a university education. The reputation of the department, the university, and the value of the degree suffer if employers find the graduates of a program lacking in abilities that successful completion specific courses should guarantee. Most professions have codes of ethics or standards to which individuals are expected to abide by. At the University you practice the integrity that you must demonstrate later.

Suspected cases of academic misconduct will be pursued fully in accordance with the university policies. Any student found responsible for academic misconduct will receive a failing grade (F) in the course (even if the student chooses to drop the course). The dean of students may impose additional sactions (ranging from a disciplinary repremand to expulsion from the university). You are strongly urged to consult the university's policy on academic integrity.

The information included here is intended to help students avoid unintentionally committing academic dishonesty.

The primary purpose of the assignments, projects, etc. is to clarify and enhance the understanding of the concepts covered in the lectures. Past experience with this course has shown that this is helped by increased interaction among students. Discussion of general concepts and questions concerning the homework assignments among students is encouraged. However, each student is expected to work on the solutions individually (except in the case of team or a group assignments in which case collaboration among team members is permitted).

Assignments

When discussing problems from assignments with other students, you may:

  • discuss the material presented in class or included in the assigned readings needed for solving the problem(s)
  • assist another student in understanding the statement of the problem (e.g., you may assist a non-native speaker by translating some English phrases unfamilar to that student)

It is expected that you have independently arrived at solutions that you turn in for problem sets. The following are examples of activities that are PROHIBITED:

  • sharing solutions or fragments of solutions (via email, discussion groups, social media, whiteboard, handwritten or printed copies, etc.)
  • posting solutions or fragments of solutions in a location that is accessible to others
  • using solutions or fragments of solutions provided by other students (including students who had taken the course in the past)
  • using solutions or solution fragments obtained on the Internet or from solution manuals for text books
When discussing laboratory assignments, you may:
  • discuss the material presented in class or included in assigned readings, documentation, user manual, etc.
  • assist another student in understanding the statement of the problem (e.g., you may assist a non-native speaker by translating some English phrases unfamilar to that student)
  • discuss high level ideas about how to complete the lab assignment, including problem sepecification, general strategies for solution, strategies for debugging and testing code, etc. without examining code written by other students, or sharing code written by you with other students.
It is expected that you have independently arrived at solutions that you turn in for laboratory assignments. The following are examples of activities that are PROHIBITED:
  • examining, copying of code or code fragments from someone else (including online sources), other than the code that is provided to you by the instructor or included in in the reference books.
  • sharing code or code fragments (via email, discussion groups, social media, whiteboard, handwritten or printed copies, etc.)
If a “friend” asks you to show him/her your code (especially if the request is to receive a copy of your code), you are opening the door wide for a possible charge of academic misconduct for both of you. I have seen friendships crumble when student A innocently supplies a copy of his/her code to student B, who then plagiarizes it, getting both in trouble. Do not be an accessory; truly help a friend by saying no. The best source for help on these assignments is the instructor or the teaching assistant. We are experienced at providing the right kind of information and help.

If you entertain a request from a "friend" for a copy of your solutions, code, etc., you are opening the door wide for a charge of academic misconduct by both of you. I have seen friendships destroyed when student A innocently supplies a copy of his code to student B, student B plagiarises it, getting both of them into trouble. Do not become an accessory to plagiarism. The best source of help on assignments and projects is the instructor or the teaching assistant. Exams

It is expected that you have independently arrived at solutions that you turn in for exams. The following are examples of activities that are PROHIBITED:

  • copying someone else's solution
  • using notes, online resources, or other reference materials (unless instructed otherwise)
  • seeking, obtaining or providing help on an exam via phone, text messaging, email, social media
  • altering a graded exam for re-grading
  • getting an advance copy of the examination
  • facilitating another student to cheat (e.g., by allowing him or her to copy your solution)
  • having someone else write the exam amount to cheating on an exam.

You need to exercise special care with take-home exams. You should NEVER

  • share solutions or fragments of solutions (via email, whiteboard, handwritten or printed copies, etc.)
  • post solutions or fragments of solutions in a location that is accessible to others
  • use solutions or fragments of solutions provided by other students (including students who had taken the course in the past)
  • use solutions or solution fragments obtained on the Internet or from solution manuals for text books
  • use material from text books, reference books, online resources, or research articles without properly acknowledging and citing the source

Copyright Policies

All course materials students receive or to which students have online access are protected by copyright laws. For courses in which they have previously been or are currently enrolled, students may use course materials and make copies for their own use as needed, but unauthorized distribution and/or uploading of materials without the instructor’s express permission is strictly prohibited.Policy AD 40 (Recording of Classroom Activities and Note Taking Services) addresses this issue. Students who engage in the unauthorized distribution of copyrighted materials may be held in violation of the University’s Code of Conduct, and/or liable under Federal and State laws.

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Disability Access

Penn State welcomes students with disabilities into the University’s educational programs. The Student Disability Resources Office at Penn State works with students who want to explore a range of individualized reasonable accomodations for equal access and full participation in academic pursuit, seek study space or interactions with peers, and connect with on and off campus resources. Student Disability Resources Office at the University Park Campus is located at 116 Boucke Building and is open Monday through Friday from 8:00 a.m. until 5:00 p.m. Currently, students can choose either in-person or virtual appointments with our office staff. Students may call 814-863-1807 to schedule an appointment.

To receive consideration for accommodations, students must contact the Student Disability Resources Office, and provide documentation of your disability. Additional information is available here. If the documentation supports requests for reasonable accommodations, the Student Disability Resources Office will provide you with a letter identifying appropriate academic adjustments. The students should share the letter and discuss the academic adjustments with the course instructor as early in the semester as possible. Please note that the letter of academic adjustments must be obtained at the beginning of each semester.

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Pandemic Guidelines

This course will adhere to Penn State University policies with respect to pandemic measures (such as wearing face masks in university buildings, including classrooms). Please be aware of public health circumstances, and comply with all applicable university policies. This is to protect your health and safety as well as the health and safety of your classmates, instructor, and the university community. The instructor may end class if anyone present refuses to comply with whatever university policies that are in force. It is my hope that this situation will never arise. Let's work together to make it work.

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Educational Equity and Non-Discrimination Policy

Penn State is committed to equal access to programs, facilities, admission, and employment for all persons. It is the policy of the University to maintain an environment free of harassment and free of discrimination against any person because of age, race, color, ancestry, national origin, religion, creed, service in the uniformed services (as defined in state and federal law), veteran status, sex, sexual orientation, marital or family status, pregnancy, pregnancy-related conditions, physical or mental disability, gender, perceived gender, gender identity, genetic information or political ideas.

Discriminatory conduct and harassment, as well as sexual misconduct and relationship violence, violates the dignity of individuals, impedes the realization of the University’s educational mission, and will not be tolerated and can be reported here: here.

Penn State's protocol for responding to bias motivated incidents can be found here.

Penn State’s Code of Conduct can be found here.

For reference, the full policy (AD42: Statement on non-discrimination and harassment) can be found here. Direct all inquiries regarding the nondiscrimination policy to the Affirmative Action Office, The Pennsylvania State University, 328 Boucke Building, University Park, PA 16802-5901, Email: aao@psu.edu, Tel (814) 863-0471.

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Emergency Notifications

In the event of a University-wide emergency, course requirements, classes, deadlines, and grading schemes are subject to changes that may include alternative delivery methods, alternative methods of interaction with the instructor, class materials, and/or classmates, and a revised semester calendar and/or grading scheme.

PSUAlert is available at https://psualert.psu.edu/ PSUAlert is Penn State’s emergency notification system for students, faculty and staff. The system will be used to alert members of Penn State’s campus communities of emergencies, campus closings and other urgent information. Using this portal, students, faculty and staff can choose to receive PSUAlert messages by text message, voice message and e‑mail. We recommend that students enroll in this system.

Students will be notified changes to the course necessitated by a university-wide emergency, through course web page and email.

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Penn State University

Dr. Vasant Honavar, College of Information Sciences and Technology, Penn State University, University Park, PA 16802
Copyright © 2018-2022, Vasant Honavar, College of Information Sciences and Technology, Penn State University. All rights reserved.