Project work

User Generated

Avtzn2

Programming

Texas Woman's University

Description

Submit the first chapter of the project report here. Read the project description to understand what is required to be included in this chapter. Your report chapter should be written in the provided template. I will not grade this individual submission, but I'll review it and give you feedback. However, if your group fails to submit it by the due date, you'll lose 30 points (10% of the final project score).

Business Case: This chapter includes an introduction, a definition of the business problem, a description of your approach for solving the problem, and performance metrics that you choose to evaluate your model based on the business context.

Questions that you should think about and address in this chapter are:

  • What is the definition of FTIC student retention and why is it important for universities?
  • What is the overall FTIC retention rate at Bright Future University (BFU)? You can use excel or R to answer this question. Retention rate is defined as:

Retention Rate = Number of Students Retained Next Fall / Total Number of Students Enrolled this Fall

  • How much it will cost for BFU to lose one FTIC student after the first year? Note that BFU is an imaginary university, however, to answer this question you can assume BFU is a state university in Texas. Then do a web search to estimate the average tuition fee of public universities in Texas. Then estimate the cost for BFU. You don’t need to come up with exact numbers, but your method of estimation is important. You should describe it clearly.
  • What is the business problem your team is hired to solve?
  • How is your team planning to help BFU to solve the problem?
  • What other universities are doing to improve their retention rate? Use google and write at least one real example
  • What are the real-life applications of machine learning tools or data mining predictive programs to improve retention rates? Use google and write at least one example
  • What are the metrics you want to use to evaluate the performance of your prediction algorithm? Note: In the provided data set, “not retained” is equal to 1. This means “not retained” is the label for the positive class. So, look at the performance evaluation metrics and pick one or two that serves your purpose in this project.
  • A brief description of the report chapters.
  • Note: my part is to wrok on retention predictions

Unformatted Attachment Preview

ID AY 100002 2018 Gender FULLPART HS_Rank M FULL-TIME 3rd Quarter App_Year App_Month 2013 January or Before Hrs_Brought_Group INSTATE Resid_Location Housing_Resident Fall_GPA_Group PELL_Eligible 0-15 Non-Resident YES City of Denton 3.50 - 4.00 First_Gen Acad_Stand_Group SAP_Group Non-PELL Eligible Not First Generation Good Standing Changed_Major College Meeting Standards - Financial Aid Eligible Changed Major College of Business Plan Plan_Description Course_Load Spring_Not_Retained Fall_Not_Retained PBUS Pre Business 12-14 Hours 0 0 100003 2018 M FULL-TIME Low Quarter 2014 July 0-15 YES City of Denton Non-Resident 0.00 - .49 Non-PELL Eligible Not First Generation Academic Alert Warning - Financial Aid Eligible No Change College of Arts and Sciences PRTF Pre-Radio/Television/Film 12-14 Hours 1 1 100006 2018 M FULL-TIME No Rank 2014 May 0-15 NO Outside Denton County Non-Resident 0.00 - .49 Non-PELL Eligible Not First Generation Academic Alert Warning - Financial Aid Eligible No Change College of Business PBUS Pre Business 12-14 Hours 1 1 100007 2018 M FULL-TIME 3rd Quarter 2014 June 0-15 YES Outside Denton County Non-Resident 0.00 - .49 Non-PELL Eligible Not First Generation Academic Alert Warning - Financial Aid Eligible No Change College of Business PBUS Pre Business 15 Hours or More 1 1 100008 2018 M FULL-TIME 2nd Quarter 2014 April 0-15 YES City of Denton Non-Resident 1.50 - 1.99 Non-PELL Eligible First Generation Fail(GPA or POP) - Not Eligible for Aid No Change College of Engineering ENPR Pre Engineering 12-14 Hours 0 1 100010 2018 M FULL-TIME No Rank 2014 July 0-15 NO City of Denton Non-Resident 3.00 - 3.49 Academic Alert Non-PELL Eligible Not First Generation Good Standing 100011 2018 F FULL-TIME Top 10% 2014 January or Before 16-30 YES Residence Hall Resident 3.50 - 4.00 PELL Eligible 100012 2018 M FULL-TIME Next 15% 2013 January or Before 16-30 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Engineering ENPR Pre Engineering 12-14 Hours 0 0 Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences BIOL-BA Biology 15 Hours or More 0 0 Meeting Standards - Financial Aid Eligible Changed Major College of Music MUTE-BM Gen, Choral & Instrumental Mus 15 Hours or More 0 0 100016 2018 F FULL-TIME No Rank 2014 January or Before 31-45 NO Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Visual Arts PCDS Pre-Communication Design 15 Hours or More 0 0 100017 2018 M FULL-TIME Next 15% 2014 March 16-30 YES City of Denton Non-Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences PSYC-BS Psychology 15 Hours or More 0 0 100019 2018 M FULL-TIME Next 15% 2014 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences BIOL-BA Biology 15 Hours or More 0 0 100020 2018 F FULL-TIME Top 10% 2013 January or Before 16-30 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences BIOL-BA Biology 12-14 Hours 0 0 100021 2018 F FULL-TIME Top 10% 2013 January or Before 16-30 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences ENGL-BA English 12-14 Hours 0 0 100022 2018 M FULL-TIME 2nd Quarter 2014 February 0-15 YES Residence Hall Resident 0.00 - .49 PELL Eligible Fail(GPA or POP) - Not Eligible for Aid College of Engineering MEEN-BS Mechanical and Energy Eng. 15 Hours or More 0 1 First Generation Academic Alert Changed Major 100023 2018 F FULL-TIME 2nd Quarter 2014 February 0-15 YES Residence Hall Resident 3.00 - 3.49 PELL Eligible Not First Generation Good Standing Warning - Financial Aid Eligible No Change College of Arts and Sciences BIOL-BA Biology 12-14 Hours 0 0 100024 2018 F FULL-TIME 2nd Quarter 2014 May 0-15 YES Residence Hall Resident 1.50 - 1.99 PELL Eligible Not First Generation Good Standing Warning - Financial Aid Eligible No Change College of Arts and Sciences BIOL-BA Biology 12-14 Hours 0 0 Biology 100025 2018 F FULL-TIME Top 10% 2013 January or Before 31-45 YES Residence Hall Resident 3.50 - 4.00 PELL Eligible First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences BIOL-BA 100026 2018 F FULL-TIME Top 10% 2014 January or Before 31-45 YES Residence Hall Resident 3.50 - 4.00 PELL Eligible First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences BICM-BSBC Biochemistry 100027 2018 M FULL-TIME Next 15% 2013 January or Before 46-60 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Engineering MEEN-BS 100028 2018 F FULL-TIME Top 10% 2013 January or Before 60 or More YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences BICM-BSBC Biochemistry 100031 2018 M FULL-TIME No Rank 2014 April 0-15 NO City of Denton Non-Resident 0.00 - .49 Non-PELL Eligible Not First Generation Academic Alert Warning - Financial Aid Eligible 100032 2018 M FULL-TIME Top 10% 2014 May 31-45 YES Residence Hall Resident 2.50 - 2.99 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major No Change Mechanical and Energy Eng. 12-14 Hours 0 0 15 Hours or More 0 0 12-14 Hours 0 1 12-14 Hours 0 0 College of Business PBUS Pre Business 12-14 Hours 0 0 College of Engineering CMPE-BS Computer Engineering 12-14 Hours 0 0 100033 2018 M PART-TIME No Rank 2014 April 0-15 NO City of Denton Non-Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Engineering ENPR Pre Engineering Under 12 Hours 0 0 100035 2018 M FULL-TIME Top 10% 2013 January or Before 0-15 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Business PBUS Pre Business 15 Hours or More 0 0 College of Arts and Sciences ENGL-BA English College of Arts and Sciences BICM-BSBC Biochemistry 100037 2018 M PART-TIME 3rd Quarter 2014 March 0-15 YES Outside Denton County Non-Resident 0.00 - .49 Non-PELL Eligible Not First Generation Academic Alert Warning - Financial Aid Eligible 100038 2018 M FULL-TIME Next 15% 2014 June 31-45 YES Denton County Non-Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change Changed Major Under 12 Hours 0 1 12-14 Hours 0 0 100043 2018 M FULL-TIME Next 15% 2013 January or Before 16-30 YES Residence Hall Resident 2.50 - 2.99 PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Visual Arts PCDS Pre-Communication Design 12-14 Hours 0 0 100044 2018 F FULL-TIME Top 10% 2013 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 PELL Eligible First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences BIOL-BA Biology 15 Hours or More 0 0 First Generation Good Standing 100045 2018 M FULL-TIME Next 15% 2014 February 0-15 YES Residence Hall Resident 2.50 - 2.99 PELL Eligible 100046 2018 F FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing PELL Eligible First Generation Academic Alert 100048 2018 M FULL-TIME 2nd Quarter 2013 January or Before 0-15 YES Outside Denton County Non-Resident 0.00 - .49 PELL Eligible First Generation Academic Alert 100049 2018 100047 2018 M M FULL-TIME Next 15% FULL-TIME 2nd Quarter 2013 2013 January or Before January or Before 0-15 0-15 NO YES Residence Hall Residence Hall Resident Resident 3.00 - 3.49 0.00 - .49 Non-PELL Eligible Not First Generation Good Standing 100053 2018 M FULL-TIME 3rd Quarter 2014 June 60 or More YES Outside Denton County Non-Resident 0.00 - .49 PELL Eligible 100054 2018 F FULL-TIME Top 10% 2013 January or Before 31-45 YES Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing First Generation Probation Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences PRTF Pre-Radio/Television/Film 15 Hours or More 0 0 Meeting Standards - Financial Aid Eligible Changed Major College of Business PBUS Pre Business 12-14 Hours 0 0 Fail(GPA or POP) - Not Eligible for Aid No Change Fail(GPA or POP) - Not Eligible for Aid No Change Meeting Standards - Financial Aid Eligible Changed Major Fail(GPA or POP) - Not Eligible for Aid No Change Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences ENGL-BA English 12-14 Hours 0 1 College of Education KINE-BS Kinesiology 15 Hours or More 0 1 College of Engineering CSCI-BS Computer Science 15 Hours or More 0 0 College of Engineering ENPR Pre Engineering 12-14 Hours 0 1 College of Arts and Sciences PSYC-BS Psychology 15 Hours or More 0 0 100055 2018 M FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 2.00 - 2.49 Non-PELL Eligible Not First Generation Good Standing Fail(GPA or POP) - Not Eligible for Aid Changed Major College of Engineering MEEN-BS Mechanical and Energy Eng. 15 Hours or More 0 0 100056 2018 F FULL-TIME Top 10% 2013 January or Before 16-30 YES Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Visual Arts PCDS Pre-Communication Design 12-14 Hours 0 0 100060 2018 M FULL-TIME 2nd Quarter 2014 February 0-15 YES Residence Hall Resident 3.00 - 3.49 PELL Eligible 100061 2018 M FULL-TIME Top 10% 2013 January or Before 31-45 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible First Generation Not First Generation Good Standing Good Standing Meeting Standards - Financial Aid Eligible No Change Collge of Journalism JOUR-BA Journalism 15 Hours or More 0 0 Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences BIOL-BA Biology 15 Hours or More 0 0 100062 2018 M FULL-TIME 3rd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences THEA-BA Theatre 15 Hours or More 0 0 100063 2018 F FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 PELL Eligible Meeting Standards - Financial Aid Eligible No Change College of Education KINE-BS Kinesiology 15 Hours or More 0 0 First Generation Good Standing 100064 2018 M FULL-TIME 3rd Quarter 2014 February 0-15 YES Outside Denton County Non-Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Business PBUS Pre Business 15 Hours or More 0 0 100065 2018 M FULL-TIME 2nd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 1.50 - 1.99 PELL Eligible Fail(GPA or POP) - Not Eligible for Aid College of Music MUTE-BM Gen, Choral & Instrumental Mus 15 Hours or More 0 1 Not First Generation Academic Alert Changed Major 100066 2018 M FULL-TIME Next 15% 2014 January or Before 0-15 YES City of Denton Non-Resident 2.00 - 2.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Business PBUS Pre Business 15 Hours or More 0 0 100067 2018 M FULL-TIME Top 10% 2013 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 PELL Eligible Meeting Standards - Financial Aid Eligible No Change College of Business PBUS Pre Business 15 Hours or More 0 0 MEEN-BS Not First Generation Good Standing 100068 2018 M FULL-TIME Next 15% 2013 January or Before 16-30 YES Residence Hall Resident 3.50 - 4.00 PELL Eligible First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Engineering 100069 2018 F FULL-TIME 2nd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 PELL Eligible First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Hospitality & Tourism PMDS Mechanical and Energy Eng. 15 Hours or More 0 0 Pre-Merchandising 15 Hours or More 0 0 100070 2018 M FULL-TIME Next 15% 2014 January or Before 0-15 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences PRTF Pre-Radio/Television/Film 15 Hours or More 0 0 100072 2018 F FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 2.50 - 2.99 PELL Eligible Meeting Standards - Financial Aid Eligible Changed Major College of Arts and Sciences PRTF Pre-Radio/Television/Film 15 Hours or More 0 0 Not First Generation Good Standing 100073 2018 M FULL-TIME Next 15% 2013 January or Before 16-30 YES Residence Hall Resident 0.00 - .49 Non-PELL Eligible Not First Generation Probation Fail(GPA or POP) - Not Eligible for Aid 100074 2018 M FULL-TIME 3rd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change 100075 2018 M FULL-TIME Top 10% 2013 January or Before 0-15 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible First Generation 100076 2018 M FULL-TIME 2nd Quarter 2013 January or Before 16-30 YES Outside Denton County Non-Resident 3.50 - 4.00 PELL Eligible No Change College of Music MUTE-BM Gen, Choral & Instrumental Mus 12-14 Hours 1 1 College of Arts and Sciences PSYC-BS Psychology 15 Hours or More 0 0 Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Music MUTE-BM Gen, Choral & Instrumental Mus 15 Hours or More 0 0 Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Business PBUS Pre Business 15 Hours or More 0 0 100077 2018 F FULL-TIME Next 15% 2013 January or Before 31-45 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences PSYC-BS Psychology 15 Hours or More 0 0 100079 2018 F FULL-TIME Next 15% 2013 January or Before 16-30 YES Residence Hall Resident 2.50 - 2.99 Non-PELL Eligible First Generation Meeting Standards - Financial Aid Eligible No Change Collge of Journalism JOUR-BA Journalism 15 Hours or More 0 0 100080 2018 F FULL-TIME Next 15% 2013 January or Before 16-30 YES Residence Hall Resident 2.50 - 2.99 Good Standing Non-PELL Eligible Not First Generation Good Standing 100081 2018 M FULL-TIME 2nd Quarter 2014 January or Before 0-15 YES Residence Hall Resident 2.00 - 2.49 PELL Eligible 100082 2018 F FULL-TIME Top 10% 2013 January or Before 46-60 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible First Generation Not First Generation Good Standing Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences PSYC-BS Psychology 15 Hours or More 1 1 Meeting Standards - Financial Aid Eligible No Change College of Engineering CSCI-BS Computer Science 15 Hours or More 0 0 Meeting Standards - Financial Aid Eligible Changed Major College of Visual Arts PCDS Pre-Communication Design 12-14 Hours 0 0 100083 2018 F FULL-TIME 2nd Quarter 2013 January or Before 46-60 YES Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences BIOL-BA Biology 15 Hours or More 0 0 100087 2018 M FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 2.50 - 2.99 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Education KINE-BS Kinesiology 15 Hours or More 0 0 100088 2018 F FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Arts and Sciences PSYC-BS Psychology 15 Hours or More 0 0 100089 2018 M FULL-TIME 3rd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Engineering ENPR Pre Engineering 12-14 Hours 0 0 100091 2018 M FULL-TIME Top 10% 2013 January or Before 60 or More YES Residence Hall Resident 3.50 - 4.00 PELL Eligible 100093 2018 M FULL-TIME 3rd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 2.50 - 2.99 Non-PELL Eligible Not First Generation Good Standing First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Arts and Sciences PSCI-BA Political Science 12-14 Hours 0 0 Meeting Standards - Financial Aid Eligible No Change College of Music MUTE-BM Gen, Choral & Instrumental Mus 15 Hours or More 0 0 100094 2018 F FULL-TIME 2nd Quarter 2014 January or Before 0-15 YES Residence Hall Resident 2.00 - 2.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Engineering ENPR Pre Engineering 12-14 Hours 1 1 100095 2018 F FULL-TIME Next 15% 2014 January or Before 0-15 YES Residence Hall Resident 2.50 - 2.99 PELL Eligible Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences PSYC-BS Psychology 15 Hours or More 0 0 First Generation Good Standing 100096 2018 M FULL-TIME Next 15% 2013 January or Before 16-30 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Education INDE-BS Interdisciplinary Studies 12-14 Hours 0 0 100097 2018 F FULL-TIME Next 15% 2014 February 0-15 YES Residence Hall Resident 2.00 - 2.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change Collge of Journalism JOUR-BA Journalism 12-14 Hours 0 0 100098 2018 M FULL-TIME 3rd Quarter 2014 January or Before 0-15 YES Residence Hall Resident 2.50 - 2.99 Non-PELL Eligible First Generation 100099 2018 F FULL-TIME Next 15% 2013 January or Before 0-15 YES City of Denton Non-Resident 3.00 - 3.49 PELL Eligible Good Standing Not First Generation Good Standing Warning - Financial Aid Eligible No Change Meeting Standards - Financial Aid Eligible No Change College of Engineering CMPE-BS Computer Engineering 15 Hours or More 0 0 College of Arts and Sciences PSYC-BS Psychology 15 Hours or More 0 0 100101 2018 F FULL-TIME No Rank 2014 April 0-15 NO City of Denton Non-Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Business PBUS Pre Business 12-14 Hours 0 0 100102 2018 M FULL-TIME No Rank 2014 May 0-15 NO City of Denton Non-Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Engineering ENPR Pre Engineering 12-14 Hours 0 0 100103 2018 M PART-TIME No Rank 2014 February 0-15 NO City of Denton Non-Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Warning - Financial Aid Eligible No Change College of Engineering ENPR Pre Engineering Under 12 Hours 0 0 100104 2018 M FULL-TIME No Rank 2014 April 0-15 NO City of Denton Non-Resident 0.00 - .49 Non-PELL Eligible Not First Generation Academic Alert Warning - Financial Aid Eligible No Change College of Engineering ENPR Pre Engineering 12-14 Hours 0 0 No Change 100108 2018 M FULL-TIME No Rank 2014 July 0-15 NO City of Denton Non-Resident 2.00 - 2.49 Non-PELL Eligible Not First Generation Good Standing Warning - Financial Aid Eligible 100109 2018 F PART-TIME No Rank 2012 January or Before 0-15 NO Outside Denton County Non-Resident 1.50 - 1.99 Non-PELL Eligible Not First Generation Academic Alert Meeting Standards - Financial Aid Eligible Changed Major College of Business PBUS Pre Business 12-14 Hours 0 0 College of Business PBUS Pre Business Under 12 Hours 0 0 100111 2018 F FULL-TIME Top 10% 2013 January or Before 0-15 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Business PBUS Pre Business 12-14 Hours 0 0 100112 2018 M FULL-TIME No Rank 2014 June 0-15 NO City of Denton Non-Resident 2.00 - 2.49 Non-PELL Eligible Not First Generation Good Standing Fail(GPA or POP) - Not Eligible for Aid No Change College of Engineering ENPR Pre Engineering 12-14 Hours 0 0 No Change 100113 2018 F FULL-TIME No Rank 2014 February 0-15 NO Outside Denton County Non-Resident 1.00 - 1.49 Non-PELL Eligible First Generation Academic Alert Fail(GPA or POP) - Not Eligible for Aid 100115 2018 M FULL-TIME Next 15% 2014 February 16-30 YES Residence Hall Resident 3.00 - 3.49 PELL Eligible Good Standing Meeting Standards - Financial Aid Eligible No Change 100116 2018 M FULL-TIME 2nd Quarter 2013 January or Before 16-30 YES Residence Hall Resident 3.00 - 3.49 First Generation Non-PELL Eligible Not First Generation Good Standing 100117 2018 F FULL-TIME Top 10% 2013 January or Before 31-45 YES Residence Hall Resident 3.50 - 4.00 PELL Eligible 100118 2018 M FULL-TIME 2nd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 1.50 - 1.99 Non-PELL Eligible First Generation Not First Generation Good Standing Academic Alert 100119 2018 F FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 2.00 - 2.49 PELL Eligible 100120 2018 F FULL-TIME Next 15% 2013 January or Before 0-15 YES Denton County Non-Resident 0.00 - .49 Non-PELL Eligible Not First Generation Academic Alert Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Business PBUS Pre Business 15 Hours or More 0 1 College of Arts and Sciences BIOL-BA Biology 15 Hours or More 0 0 Collge of Journalism JOUR-BA Journalism 15 Hours or More 0 0 Meeting Standards - Financial Aid Eligible No Change College of Education KINE-BS Kinesiology 15 Hours or More 0 0 Meeting Standards - Financial Aid Eligible Changed Major College of Engineering ENPR Pre Engineering 12-14 Hours 0 0 Meeting Standards - Financial Aid Eligible Changed Major College of Education INDE-BS Interdisciplinary Studies 15 Hours or More 1 0 Warning - Financial Aid Eligible College of Arts and Sciences PSCI-BA Political Science 15 Hours or More 1 1 No Change 100121 2018 F FULL-TIME 2nd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 2.50 - 2.99 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences PRTF Pre-Radio/Television/Film 15 Hours or More 0 0 100122 2018 F FULL-TIME Top 10% 2013 January or Before 0-15 YES Residence Hall Resident 2.00 - 2.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences BIOL-BA Biology 12-14 Hours 0 0 100123 2018 M FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences PRTF Pre-Radio/Television/Film 15 Hours or More 0 1 100124 2018 M FULL-TIME Top 10% 2014 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 PELL Eligible Good Standing Meeting Standards - Financial Aid Eligible No Change College of Education INDE-BS Interdisciplinary Studies 15 Hours or More 0 0 First Generation 100125 2018 M PART-TIME No Rank 2014 February 0-15 NO City of Denton Non-Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Engineering ENPR Pre Engineering Under 12 Hours 0 0 100126 2018 F FULL-TIME 2nd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 2.50 - 2.99 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences BIOL-BA Biology 12-14 Hours 1 1 100127 2018 M FULL-TIME Top 10% 2013 January or Before 0-15 NO Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Engineering CMPE-BS Computer Engineering 15 Hours or More 0 0 100128 2018 M FULL-TIME 2nd Quarter 2014 January or Before 16-30 YES Denton County Non-Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Business PBUS Pre Business 15 Hours or More 0 0 100129 2018 F FULL-TIME Top 10% 2013 January or Before 60 or More YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Business PBUS Pre Business 12-14 Hours 0 0 100130 2018 M FULL-TIME No Rank 2014 February 0-15 NO Outside Denton County Non-Resident 2.50 - 2.99 Non-PELL Eligible First Generation Meeting Standards - Financial Aid Eligible No Change College of Business PBUS Pre Business 12-14 Hours 1 1 Psychology Good Standing 100131 2018 F FULL-TIME 2nd Quarter 2014 January or Before 0-15 YES Residence Hall Resident 2.00 - 2.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences PSYC-BS 100132 2018 F FULL-TIME Top 10% 2013 January or Before 0-15 YES Residence Hall Resident 2.50 - 2.99 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Arts and Sciences BICM-BSBC Biochemistry 100135 2018 M FULL-TIME Next 15% 2014 January or Before 0-15 YES Residence Hall Resident 3.50 - 4.00 PELL Eligible 100136 2018 M FULL-TIME Next 15% 2014 February 0-15 YES Residence Hall Resident 2.00 - 2.49 Non-PELL Eligible Not First Generation Good Standing First Generation Good Standing 15 Hours or More 0 0 12-14 Hours 0 0 Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences PSCI-BA Political Science 12-14 Hours 0 0 Meeting Standards - Financial Aid Eligible Changed Major College of Engineering ENPR Pre Engineering 15 Hours or More 0 0 100138 2018 M FULL-TIME Next 15% 2013 January or Before 16-30 YES Residence Hall Resident 2.50 - 2.99 Non-PELL Eligible Not First Generation Good Standing Warning - Financial Aid Eligible No Change College of Business PBUS Pre Business 12-14 Hours 0 1 100140 2018 F FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Education INDE-BS Interdisciplinary Studies 15 Hours or More 0 0 100141 2018 M FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Engineering CSCI-BS Computer Science 15 Hours or More 0 0 100142 2018 M FULL-TIME 2nd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Business PBUS Pre Business 15 Hours or More 0 0 100143 2018 F FULL-TIME Top 10% 2013 January or Before 16-30 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Education INDE-BS Interdisciplinary Studies 15 Hours or More 0 0 100144 2018 F FULL-TIME Next 15% 2014 February 0-15 YES Residence Hall Resident 2.00 - 2.49 PELL Eligible Meeting Standards - Financial Aid Eligible Changed Major College of Engineering ENPR Pre Engineering 15 Hours or More 0 0 100145 2018 M FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 2.50 - 2.99 First Generation Good Standing Non-PELL Eligible Not First Generation Good Standing Fail(GPA or POP) - Not Eligible for Aid No Change College of Business PBUS Pre Business 15 Hours or More 0 0 100146 2018 F FULL-TIME 2nd Quarter 2013 January or Before 16-30 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Education INDE-BS Interdisciplinary Studies 12-14 Hours 0 0 100147 2018 M FULL-TIME 2nd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences BIOL-BA Biology 15 Hours or More 0 0 100148 2018 F FULL-TIME Top 10% 2013 January or Before 31-45 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change Collge of Journalism JOUR-BA Journalism 15 Hours or More 0 0 100149 2018 M FULL-TIME Top 10% 2013 January or Before 16-30 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Visual Arts PCDS Pre-Communication Design 12-14 Hours 0 0 100151 2018 M FULL-TIME Next 15% 2014 January or Before 0-15 YES Residence Hall Resident 0.00 - .49 Non-PELL Eligible First Generation 100153 2018 M FULL-TIME No Rank 2014 April 0-15 NO Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Good Standing Fail(GPA or POP) - Not Eligible for Aid No Change Meeting Standards - Financial Aid Eligible Changed Major Collge of Journalism JOUR-BA Journalism 15 Hours or More 1 1 College of Engineering ENPR Pre Engineering 12-14 Hours 0 0 100155 2018 M FULL-TIME 2nd Quarter 2013 January or Before 0-15 YES Outside Denton County Non-Resident 3.00 - 3.49 Non-PELL Eligible First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences ENGL-BA English 12-14 Hours 0 0 100156 2018 M PART-TIME No Rank 2013 January or Before 0-15 NO City of Denton Non-Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Engineering MEEN-BS Mechanical and Energy Eng. Under 12 Hours 0 0 100157 2018 M FULL-TIME Top 10% 2013 January or Before 16-30 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences BICM-BSBC Biochemistry 15 Hours or More 0 0 100158 2018 F FULL-TIME No Rank 2014 February 0-15 NO City of Denton Non-Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Business PBUS 15 Hours or More 1 1 100159 2018 M FULL-TIME Low Quarter 2014 April 0-15 YES Outside Denton County Non-Resident 1.00 - 1.49 Non-PELL Eligible First Generation 100161 2018 M PART-TIME No Rank 2014 July 0-15 NO City of Denton Non-Resident 2.00 - 2.49 Non-PELL Eligible Not First Generation Good Standing Academic Alert Warning - Financial Aid Eligible No Change Meeting Standards - Financial Aid Eligible Changed Major Pre Business College of Education KINE-BS Kinesiology 15 Hours or More 1 0 College of Engineering ENPR Pre Engineering Under 12 Hours 0 0 Pre Business 100162 2018 M FULL-TIME 2nd Quarter 2014 January or Before 0-15 YES Outside Denton County Non-Resident 2.00 - 2.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Business PBUS 100163 2018 F FULL-TIME Top 10% 2013 January or Before 16-30 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences BICM-BSBC Biochemistry 15 Hours or More 0 0 12-14 Hours 0 0 100164 2018 M PART-TIME 2nd Quarter 2013 January or Before 16-30 YES Denton County Non-Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Engineering CSCI-BS Computer Science Under 12 Hours 0 0 100165 2018 F FULL-TIME 2nd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible First Generation Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences PRTF Pre-Radio/Television/Film 15 Hours or More 0 0 Good Standing 100166 2018 M FULL-TIME 2nd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Music MUTE-BM Gen, Choral & Instrumental Mus 12-14 Hours 0 0 100168 2018 F FULL-TIME Top 10% 2013 January or Before 0-15 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences ENGL-BA English 15 Hours or More 0 1 100170 2018 F FULL-TIME Top 10% 2013 January or Before 0-15 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Education KINE-BS Kinesiology 15 Hours or More 0 0 100171 2018 M FULL-TIME 3rd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 1.00 - 1.49 Non-PELL Eligible Not First Generation Academic Alert Fail(GPA or POP) - Not Eligible for Aid College of Music MUTE-BM Gen, Choral & Instrumental Mus 15 Hours or More 0 0 Changed Major 100172 2018 F FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Visual Arts PSTU Pre-Studio Art 12-14 Hours 0 0 100174 2018 F FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 2.50 - 2.99 Non-PELL Eligible First Generation Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences ENGL-BA English 12-14 Hours 0 0 Good Standing 100175 2018 M FULL-TIME 3rd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Business PBUS Pre Business 15 Hours or More 0 0 100177 2018 M FULL-TIME 3rd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Education KINE-BS Kinesiology 15 Hours or More 0 0 100179 2018 M FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 2.50 - 2.99 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Visual Arts PCDS Pre-Communication Design 12-14 Hours 0 0 100181 2018 F FULL-TIME 3rd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 2.50 - 2.99 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Visual Arts PCDS Pre-Communication Design 12-14 Hours 0 0 100182 2018 F FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Arts and Sciences PRTF Pre-Radio/Television/Film 15 Hours or More 0 0 100183 2018 M FULL-TIME Top 10% 2013 January or Before 16-30 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences BIOL-BA Biology 12-14 Hours 0 0 100184 2018 M FULL-TIME Top 10% 2013 January or Before 31-45 YES Denton County Non-Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Business PBUS Pre Business 15 Hours or More 0 0 100185 2018 M FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 0.00 - .49 Non-PELL Eligible Not First Generation Academic Alert Fail(GPA or POP) - Not Eligible for Aid No Change College of Engineering CSCI-BS Computer Science 15 Hours or More 0 1 100187 2018 F FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 0.00 - .49 Non-PELL Eligible Not First Generation Academic Alert Fail(GPA or POP) - Not Eligible for Aid No Change College of Education KINE-BS Kinesiology 15 Hours or More 0 1 100188 2018 M FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Music MUTE-BM Gen, Choral & Instrumental Mus 12-14 Hours 0 0 100189 2018 F FULL-TIME 2nd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 2.00 - 2.49 PELL Eligible Warning - Financial Aid Eligible Changed Major College of Visual Arts PCDS Pre-Communication Design 12-14 Hours 0 1 No Change First Generation Good Standing 100190 2018 M FULL-TIME 3rd Quarter 2014 February 0-15 YES Residence Hall Resident 1.00 - 1.49 Non-PELL Eligible Not First Generation Academic Alert Fail(GPA or POP) - Not Eligible for Aid 100193 2018 F FULL-TIME Next 15% 2014 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Business PBUS Pre Business 12-14 Hours 0 1 College of Arts and Sciences PRTF Pre-Radio/Television/Film 15 Hours or More 0 0 100194 2018 F FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change Collge of Journalism JOUR-BA Journalism 15 Hours or More 0 0 100195 2018 M FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 2.50 - 2.99 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Business PBUS Pre Business 15 Hours or More 0 0 100196 2018 M FULL-TIME 2nd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 2.50 - 2.99 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Business PBUS Pre Business 15 Hours or More 0 0 100197 2018 M FULL-TIME 2nd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 2.50 - 2.99 PELL Eligible Meeting Standards - Financial Aid Eligible No Change College Public Services CRJS-BS Criminal Justice 15 Hours or More 0 0 Not First Generation Good Standing 100198 2018 F FULL-TIME Next 15% 2013 January or Before 16-30 YES Outside Denton County Non-Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Engineering ENPR Pre Engineering 15 Hours or More 0 0 100202 2018 F FULL-TIME Next 15% 2013 January or Before 31-45 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Engineering CSCI-BS Computer Science 12-14 Hours 0 0 100203 2018 F FULL-TIME Top 10% 2014 January or Before 0-15 YES City of Denton Non-Resident 3.50 - 4.00 PELL Eligible 100204 2018 M FULL-TIME 2nd Quarter 2013 January or Before 16-30 YES Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Arts and Sciences BIOL-BA Biology 15 Hours or More 0 0 Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences ENGL-BA English 15 Hours or More 0 0 100205 2018 M FULL-TIME 3rd Quarter 2013 January or Before 0-15 YES Outside Denton County Non-Resident 3.50 - 4.00 Non-PELL Eligible First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Business PBUS Pre Business 15 Hours or More 0 0 100206 2018 M FULL-TIME Top 10% 2013 January or Before 16-30 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Business PBUS Pre Business 15 Hours or More 0 0 100207 2018 M FULL-TIME 2nd Quarter 2014 February 0-15 YES Residence Hall Resident 3.00 - 3.49 PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Education INDE-BS Interdisciplinary Studies 15 Hours or More 0 0 100208 2018 M FULL-TIME 2nd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 2.00 - 2.49 PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Business PBUS Pre Business 15 Hours or More 0 0 100209 2018 M FULL-TIME 2nd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Visual Arts PCDS Pre-Communication Design 12-14 Hours 0 0 100212 2018 F FULL-TIME 2nd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences PSYC-BS Psychology 12-14 Hours 0 0 100213 2018 M FULL-TIME 3rd Quarter 2013 January or Before 0-15 YES City of Denton Non-Resident 2.00 - 2.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change 100216 2018 F FULL-TIME 2nd Quarter 2013 January or Before 16-30 YES Denton County Non-Resident 0.00 - .49 Non-PELL Eligible Not First Generation Good Standing Fail(GPA or POP) - Not Eligible for Aid 100218 2018 F FULL-TIME 2nd Quarter 2014 May 0-15 YES Residence Hall Resident 3.00 - 3.49 PELL Eligible First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change First Generation Good Standing 100219 2018 F FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 2.50 - 2.99 PELL Eligible 100220 2018 M FULL-TIME Next 15% 2013 January or Before 46-60 YES Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing No Change College of Engineering CMPE-BS Computer Engineering 15 Hours or More 0 0 College of Arts and Sciences PSYC-BS Psychology 15 Hours or More 1 1 Collge of Journalism JOUR-BA Journalism 15 Hours or More 0 0 Meeting Standards - Financial Aid Eligible Changed Major College of Business PBUS Pre Business 15 Hours or More 0 0 Meeting Standards - Financial Aid Eligible No Change College Public Services CRJS-BS Criminal Justice 15 Hours or More 0 0 100221 2018 M FULL-TIME 2nd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 2.50 - 2.99 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Business PBUS Pre Business 15 Hours or More 0 0 100223 2018 M FULL-TIME Next 15% 2014 January or Before 16-30 YES Residence Hall Resident 0.50 - .99 PELL Eligible Fail(GPA or POP) - Not Eligible for Aid College of Arts and Sciences BIOL-BA Biology 12-14 Hours 0 1 First Generation Academic Alert Good Standing 100225 2018 F FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 2.50 - 2.99 Non-PELL Eligible First Generation 100226 2018 F FULL-TIME Next 15% 2014 April 0-15 YES Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing 100227 2018 F FULL-TIME 3rd Quarter 2014 February 60 or More YES Residence Hall Resident 2.00 - 2.49 PELL Eligible First Generation 100228 2018 M FULL-TIME Top 10% 2013 January or Before 31-45 YES Residence Hall Resident 3.00 - 3.49 PELL Eligible Not First Generation Good Standing Good Standing No Change Meeting Standards - Financial Aid Eligible Changed Major College of Visual Arts PCDS Pre-Communication Design 12-14 Hours 0 0 Meeting Standards - Financial Aid Eligible No Change Collge of Journalism JOUR-BA Journalism 15 Hours or More 0 0 Warning - Financial Aid Eligible No Change Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences PSYC-BS Psychology 12-14 Hours 0 0 College of Engineering MEEN-BS Mechanical and Energy Eng. 15 Hours or More 0 0 100229 2018 M FULL-TIME 2nd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 2.00 - 2.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Engineering ENPR Pre Engineering 12-14 Hours 0 1 100233 2018 M FULL-TIME Top 10% 2013 January or Before 16-30 YES Residence Hall Resident 3.50 - 4.00 PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences BIOL-BA Biology 15 Hours or More 0 0 First Generation 100235 2018 F FULL-TIME Next 15% 2013 January or Before 16-30 YES Residence Hall Resident 3.00 - 3.49 PELL Eligible 100237 2018 M FULL-TIME 3rd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 0.00 - .49 Non-PELL Eligible Not First Generation Academic Alert Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Education KINE-BS Kinesiology 15 Hours or More 0 0 Warning - Financial Aid Eligible College of Arts and Sciences BIOL-BA Biology 15 Hours or More 0 1 No Change 100239 2018 F FULL-TIME Top 10% 2014 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 PELL Eligible First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences BIOL-BA Biology 15 Hours or More 0 0 100240 2018 M FULL-TIME 2nd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Visual Arts PCDS Pre-Communication Design 12-14 Hours 0 0 English 100241 2018 F FULL-TIME 2nd Quarter 2013 January or Before 16-30 YES Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences ENGL-BA 100242 2018 F FULL-TIME 2nd Quarter 2013 January or Before 16-30 YES Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Arts and Sciences BICM-BSBC Biochemistry 12-14 Hours 0 0 15 Hours or More 0 1 100243 2018 M FULL-TIME Next 15% 2013 January or Before 16-30 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences PRTF Pre-Radio/Television/Film 15 Hours or More 0 0 100244 2018 M FULL-TIME 2nd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible First Generation Meeting Standards - Financial Aid Eligible No Change Collge of Journalism JOUR-BA Journalism 15 Hours or More 0 0 Good Standing 100246 2018 F FULL-TIME Top 10% 2014 January or Before 31-45 YES City of Denton Non-Resident 3.50 - 4.00 PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Arts and Sciences BIOL-BA Biology 12-14 Hours 0 0 100249 2018 F FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Arts and Sciences PSYC-BS Psychology 15 Hours or More 0 0 100250 2018 M FULL-TIME 2nd Quarter 2013 January or Before 16-30 YES Residence Hall Resident 3.00 - 3.49 PELL Eligible First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Engineering ENPR Pre Engineering 15 Hours or More 0 0 100251 2018 F FULL-TIME Next 15% 2014 January or Before 0-15 YES Residence Hall Resident 3.50 - 4.00 PELL Eligible First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change Collge of Journalism JOUR-BA Journalism 15 Hours or More 1 1 First Generation Good Standing 100253 2018 F FULL-TIME Top 10% 2013 January or Before 16-30 YES Residence Hall Resident 3.00 - 3.49 PELL Eligible First Generation Good Standing 100254 2018 100252 2018 M F FULL-TIME Low Quarter FULL-TIME Next 15% 2013 2014 January or Before March 0-15 16-30 YES YES Residence Hall Residence Hall Resident Resident 3.00 - 3.49 3.50 - 4.00 PELL Eligible PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences PSYC-BS Psychology 12-14 Hours 0 0 Meeting Standards - Financial Aid Eligible No Change Collge of Journalism JOUR-BA Journalism 15 Hours or More 0 0 Meeting Standards - Financial Aid Eligible Changed Major College of Music MUTE-BM Gen, Choral & Instrumental Mus 15 Hours or More 0 0 100255 2018 F FULL-TIME Next 15% 2013 January or Before 16-30 YES Residence Hall Resident 2.00 - 2.49 PELL Eligible First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Business PBUS Pre Business 15 Hours or More 0 0 100256 2018 F FULL-TIME 2nd Quarter 2014 January or Before 16-30 YES Outside Denton County Non-Resident 2.50 - 2.99 PELL Eligible First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences PSCI-BA Political Science 15 Hours or More 0 0 First Generation 100260 2018 F FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 PELL Eligible 100262 2018 F FULL-TIME Next 15% 2013 January or Before 16-30 YES Residence Hall Resident 1.00 - 1.49 Non-PELL Eligible First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College Public Services CRJS-BS Criminal Justice 15 Hours or More 0 0 Probation Meeting Standards - Financial Aid Eligible Changed Major College of Arts and Sciences BIOL-BA Biology 12-14 Hours 0 0 100264 2018 M FULL-TIME Top 10% 2014 January or Before 0-15 YES Residence Hall Resident 2.00 - 2.49 PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College Public Services CRJS-BS Criminal Justice 12-14 Hours 0 0 100265 2018 F FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change College of Arts and Sciences ENGL-BA English 15 Hours or More 0 1 100266 2018 F FULL-TIME 2nd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change Collge of Journalism JOUR-BA Journalism 15 Hours or More 0 0 100267 2018 F FULL-TIME 2nd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change Collge of Journalism JOUR-BA Journalism 15 Hours or More 0 0 100268 2018 M FULL-TIME Top 10% 2013 January or Before 16-30 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change Collge of Journalism JOUR-BA Journalism 15 Hours or More 0 0 100269 2018 F FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Education INDE-BS Interdisciplinary Studies 15 Hours or More 0 0 100270 2018 M FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 2.00 - 2.49 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible No Change Collge of Journalism JOUR-BA Journalism 15 Hours or More 0 0 100273 2018 M FULL-TIME No Rank 2013 January or Before 0-15 NO Residence Hall Resident 2.50 - 2.99 Non-PELL Eligible Not First Generation Good Standing Meeting Standards - Financial Aid Eligible Changed Major College of Business PBUS Pre Business 15 Hours or More 0 0 100275 2018 F FULL-TIME Top 10% 2013 January or Before 16-30 YES Residence Hall Resident 2.50 - 2.99 Non-PELL Eligible First Generation 100277 2018 F FULL-TIME Top 10% 2013 January or Before 31-45 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible Not First Generation Good Standing Good Standing 100278 2018 M FULL-TIME 2nd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 3.50 - 4.00 Non-PELL Eligible First Generation 100279 2018 M FULL-TIME Next 15% 2013 January or Before 0-15 YES Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Good Standing 100280 2018 M FULL-TIME 3rd Quarter 2013 January or Before 0-15 YES Residence Hall Resident 0.50 - .99 Non-PELL Eligible First Generation 100281 2018 F FULL-TIME Next 15% 2013 January or Before 16-30 YES Residence Hall Resident 3.00 - 3.49 Non-PELL Eligible Not First Generation Good Standing Academic Alert Meeting Standards - Financial Aid Eligible Changed Major College of Arts and Sciences BIOL-BA Biology 15 Hours or More 0 0 Meeting Standards - Financial Aid Eligible No Change College of Education INDE-BS Interdisciplinary Studies 15 Hours or More 0 0 Meeting Standards - Financial Aid Eligible Changed Major College of Engineering ENPR Pre Engineering 15 Hours or More 0 0 Meeting Standards - Financial Aid Eligible No Change Collge of Journalism JOUR-BA Journalism 15 Hours or More 0 0 College of Engineering CSCI-BS Computer Science 15 Hours or More 0 1 Fail(GPA or POP) - Not Eligible for Aid No Change Meeting Standards - Financial Aid Eligible No Change Colleg DSCI 4520 – Introduction to Data Mining Fall 2022 Term Project Description Introduction: Student retention (sometimes called student persistence) is defined as the number of students who re-enroll from one year to the next in the same institute. Retention is a very important metric of a university success, particularly for “first-time in college” (FTIC) students. Universities spend a great deal of money, time, planning, and other resources to improve their FTIC retention rates. Studies have shown several factors influence student retention such as academic performance of students, financial concerns, faculty support, and community life. If universities can predict who is more likely to not retain next year, they can optimize their plans and resources to focus on those students. Therefore, there is a great benefit for higher education business to be able to predict student retention. In fact, there is a huge market for such products and services. Currently several companies have developed products to predict and improve college student retention that are commercially available. Read more: 1, 2, 3 Objective: You are a team of business analytics experts that are hired by the Bright Future University (BFU) to help them increase their FTIC student retention. Your method is to use machine learning tools to predict who will not re-enroll next fall semester. You have collected three years of student data that includes their academic, demographic, and financial information. The goal of this project is to develop a classification model to predict students who will not re-enroll next fall. The BFU administrators expect you to deliver the model (R codes) and your recommendations and suggestions based on your data mining work. Data Set: The data set includes information of 9660 unique students who enrolled in BFU for the first time in the fall semester. Data records were collected for three academic years (three fall semester). Each student is represented by an ID and 22 attributes (columns) including their demographic, financial, and academic information. The last column (“Fall_Not_Retained”) shows if the student re-enrolled next fall semester or not. If it is 1 then student DID NOT reenroll. This is your target variable that your classification model should predict. A data dictionary is also provided to explain all columns. Deliverables: The project requires two deliverables: 1- A detailed report that should be turned in in fours phases (four due dates) 2- All R programs that you used for data manipulation, visualization, and modeling Project report should be written in the template provided on the Canvas. The detailed report should have four chapters: 1- Business Case: this chapter includes an introduction, a definition of the business problem, a description of your approach to solve the problem, and performance metrics that you choose to evaluate your model based on the business context. Questions that you should think about and address in this chapters are: • What is the definition of FTIC student retention and why is it important for universities? • What is the overall FTIC retention rate at Bright Future University (BFU)? You can use excel or R to answer this question. Retention rate is defined as: Number of Students Retained Next Fall 𝑅𝑒𝑡𝑒𝑛𝑡𝑖𝑜𝑛 𝑅𝑎𝑡𝑒 = Total Number of Students Enrolled this Fall • • • • • • • • How much it will cost for BFU to lose one FTIC student after the first year? Note that BFU is an imaginary university, however, to answer this question you can assume BFU is a state university in Texas. Then do a web search to estimate the average tuition fee of public universities in Texas. Then estimate the cost for BFU. You don’t need to come up with exact numbers, but your method of estimation is important. You should describe it clearly. What is the business problem your team is hired to solve? How is your team planning to help BFU to solve the problem? What other universities are doing to improve their retention rate? Use google and write at least one real example What are the real-life applications of machine learning tools or data mining predictive programs to improve retention rates? Use google and write at least one example What are the metrics you want to use to evaluate the performance of your prediction algorithm? Note: In the provided data set, “not retained” is equal to 1. This means “not retained” is the label for the positive class. So, look at the performance evaluation metrics and pick one or two that serves your purpose in this project. A brief description of the report chapters. 2- Data Exploration: In this chapter you present results of your exploratory data analysis that includes data visualization and explanation of what data shows (such as interesting patterns, trends, etc.) 3- Classification Model: in this chapter you explain the method and model you used for predicting student retention and you present the results of your model performance evaluation. You should show that your model works and can be used to answer the business problem that you presented in the first chapter 4- Conclusion: In this chapter you present a summary of your findings and explain how your analysis can be used to improve BFU business. Several sample reports on other business problems can be found on this page. This report is a good example for chapter layouts. Teamwork: This is a group project, and all group members should participate equally. Submission of the report and codes can be done by any of the team members, but only people who have really participated will get credits. At the end of the semester, there will be a survey for each student to rank and score the participation of their groupmates. If a student does not earn at least half of the ranking points by his/her groupmates, he/she will not receive any credit (this means more than half of your group believe you didn’t participate enough.) Due Dates and Grading: Project has four dues dates. By each due date a group member should submit the following documents: 1234- Sunday, October 2nd, 11:59 pm. First chapter of the report Sunday, October 23rd, 11:59 pm. Second chapter of the report Sunday November 20th, 11:59. Third chapter of the report Sunday December 11th , 11:59. Final report (all four chapters) and all R codes. After you turn in a chapter, I’ll review it and give you feedback so you can revise and modify it. Therefore, it is very important to submit chapters by the due dates. I will not grade your first, second, and third chapters individually, however, for each chapter that is not submitted on time your group will lose a 10% of the final project score. The final score (300 points) will be based on your final report and codes. < DSC14520-Project_Report_Templ... Project Title Group number Name and student of the group members 1. Business Case 1.1 subtitle 1 1.2 subtitle 2 2. Data Exportation and Visualization 2.1 subtitle 1 3.2 subtitle 2 3. Retention Prediction 3.1 subtitle 1 3.2 subtitle 2 Conclusion References
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Machine Learning Tools
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Institution Affiliation
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Machine Learning Tools
Machine learning tools are used in software engineering to teach computers to perform
things they have not been programmed to do. It is being used more every day without realizing
its use to make it easy for everyone to learn more about the environment through data analysis.
The technology has been used to make predictions based on data, from image recognition and
text translation to product recommendations. Real-life applications of machine learning are;
Image recognition: Social media, especially Facebook, uses machine learning to assign names to
photographed faces in friend tagging suggestions. The technology searches for the person's face
that matches their database information and provides a suggestion to tag that person (Balasree &
Dharmarajan, 2020). The person's name, images, and other relevant information on their
Facebook pages are analysed by machine l...

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