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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 484
EDUCATIONAL ANALYSIS FOR UNDERGRADUATION COURSES
Uday Arun, Shikha Yadav, Sumit Parashar, Vaibhav Mathur, Srishti Chauhan
Research Scholar, U.G. Student, U.G. Student, U.G. Student, U.G. Student
Department of Computer Science and Engineering
Greater Noida Institute of Technology (AKTU, Lucknow, U.P.), Greater Noida, U.P., India
--------------------------------------------------------------------***----------------------------------------------------------------
Abstract- The idea behind this project is to help the
Indian students to select the appropriate course and
college, after their secondary education based on data
collected by our website. There are so many choices
available to pursue undergraduate courses for the youth
these days. The more the options, the more is the confusion
for students while deciding their future. This is the analysis
to figure out the youth choice for the undergraduates
throughout India. This project will help the youth choose
their undergraduate course as well as helps educational
management groups to establish their institution based on
this research. There has not been any research yet that
shows the choice of youth for undergraduate courses in
different states of the country.
KEYWORDS: Adobe analytics, Adobe Target, Ed-tech
website, Stream, and Courses
1.INTRODUCTION
We are building a website which is providing the
information about the various courses available after
12th for the students, we fetch the data from our website
i.e., which courses are in demand according to different
locations of the country.
In this project we use Adobe analytics and targeting to
implement a research, based on the youth choice for
undergraduate courses in different states of the country.
Adobe analytics is the technology used in doing the
analysis work with different visualizations and feature,
Adobe Target is used to target the audiences.
Basically, it is the analytics work done using adobe
platform to find out the most demanding undergraduate
courses for further education of students in different
locations, and to provide the data of student preferences
to the education management groups so they can grow
in their business by focusing on the student preferences
accordingly.
2.IMPLEMENTATION
We are doing research which is useful for the entire
education industry. we have created a website then we
will target the audience and fetch their preferences
based on their location after that we apply Adobe
analytics on the real-time data.
 CREATION OF A WEBSITE
We design a website by using HTML, CSS, JS,
PYTHON, and apply Transparent PIXELS and
BEACONS to track the user information.
This website is for students so that they can
easily get the information of undergraduate
courses.
 DATA COLLECTION
Data is collected by the audience who is getting
information with the help of our website.
 TARGETING AUDIENCE
We work on real time audience data of website
which is targeted with the help of Adobe target
we apply several filters to distinguish the
audience according to their region. It results the
better solution.
 ANALYSIS
We analyse the targeted data with the help of
Adobe analytics and conclude the courses
preferred by students in different locations.
3.LITERATURE SURVEY
In the recent times in India, it has been seen that a wide
variety of courses are available for educating
the youth of the country. Because of the rapid growth of
courses, it has been observed that the youth face
difficulties in following their passion and they need a
survey which can help them in choosing a right carrier
option for their future. This project helps them to
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 485
observe and analyses the most preferred courses taken
up by their fellow students in their localities.
There are many choices for the youth to choose from, for
their Undergraduate course in different states of the
country.
There has not been any analysis done on this topic using
adobe.
Given below are the previously done research on this
course selection: -
Experimental analysis of students' course selection
By: -Professor Elisha Babad, Arik Tayeb
https://doi.org/10.1348/000709903322275894
BACKGROUND:
Students must select courses prior to every term (i.e.,
academic units of instruction within a degree
programme) to determine their study programme.
Course selection (CS) may be a sequential decision-
making (DM) process — students weigh various sorts of
information available about each course. Every decision
influence the weighting of considerations for the next.
This study is focused on three central dimensions of CS:
Learning Value (intellectually challenging, interesting,
and thought-provoking), Lecturer's Style (exciting,
charismatic, and humorous versus dry, inflexible,
unclear, etc.), and Course Difficulty (easy, moderate, and
hard).
AIMS:
• to look at students' preferences for every dimension in
five choices and in their sequential location (1st to 5th).
• To discover compromises in dilemma situations after
the useful combinations that had already been selected.
• to research differential selection as a function of
students' age, gender, and academic standing (average
grades).
Results:
• 12 courses were found to be divided into: ideal courses,
first-degree and second-degree compromises and
rejected courses.
• Students avoided selecting hard courses unless that
they had no choice. Learning Value was the most picked
dimension, followed closely by Lecturer Style.
• Correlations showed that older and better achieving
students chose harder and better Learning Value
courses.
DRAWBACKS:
Difficulty in students' selection and evaluation and
applied issues concerning the supply
of information about the three investigated dimensions
to students in real-life course selection.
4.METHODOLOGY
Different Courses after 12th Standard:
Here, we have listed the streams and courses that are
available on our website.
The courses are broadly categorized into following
streams:
• Science
• Engineering science
• Medical Science
• Arts and Humanities
• Business and Commerce
4.2 PROCEDURE
 We define the audience of different states
 We create a website to target the audience
Fig.1. Website
 Collection of data of all the audience
 Apply the filters to distinguish audience
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 486
Fig.2. Audience Targeting
 Analysis will be done to find out the
preferences of the youth throughout the
country:
Fig.3. State wise analysis and Graphical
Representation
4.3 TECHNOLOGY USED
 Adobe Data Collection Platform provides a
suite of technologies that allow you to collect
customer experience data from client-side
sources and send it to the Adobe Experience
Platform Edge Network where it is often
enriched, transformed, and distributed to
Adobe or non-Adobe destinations in seconds.
 Adobe Analytics Platform is that the
industry-leading solution for applying real-
time analytics and detailed segmentation
across all of your marketing channels. Use it
to get high-value audiences and power
customer intelligence for your business.
 Adobe Launch Platform may be a next-
generation tag management system designed
to unify data from multiple sources. it is a
rule based TMS (Tag Management System),
which allows more control over each a part of
your tags. Launch also offers extensions, an
excellent feature to assist you extend the
platform supported your needs.
 Adobe Target Platform provides everything
you need to tailor and personalize your
customers' experiences. Target helps you
maximize revenue on your web and mobile
sites, social media, apps, and other digital
channels.
5. RESULT
Here, we are attaching the analysis chart of the
preferences of student and define most preferred choice:
Medi
cal
Scien
ce
Arts
And
Humani
ties
Busine
ss And
Comm
erce
Science
And
Technol
ogy
Enginee
ring
UP
17% 9% 28% 15% 31%
Delhi 26% 16% 9% 22% 27%
Harya
na 9% 8% 38% 12% 33%
Bihar 21% 7% 14% 16% 42%
Karnat
aka 15% 11% 6% 9% 59%
17
9
28
15
31
Uttar Pradesh
Medical Science Arts And Humanities
Business And Commerce Science And Technology
Engineering
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 487
6.CONCLUSION
This article was specially written for those that are
keenly checking out career options and therefore
the courses after 12th standard. According to the
research-based project we conclude that in given states
the most preferred course is Engineering.
7.FUTURE SCOPE
We can take this to another level by adding
more and different courses in different streams
in the research. The scope can be expanded by
taking a large area like even outside India, in
other countries this research can be conducted
only with some minor changes. This would help
the education sector to find out where is the
most need to which course or in which area the
institute to be settled so that there will be
maximum profit to the students as well as
institutions.
8. REFERENCES
1. https://s1903p00.wixsite.com/edtech
2. Murray Scott, David A. Savage, Lemons in the
university: asymmetric information, academic
shopping and subject selection, Higher
Education Research & Development,
10.1080/07294360.2021.1887094, (1-15),
(2021).
26
16
9
22
27
Delhi
Medical Science Arts And Humanities
Business And Commerce Science And Technology
Engineering
9
8
38
12
33
Haryana
Medical Science Arts And Humanities
Business And Commerce Science And Technology
Engineering
21
7
14
16
42
Bihar
Medical Science Arts And Humanities
Business And Commerce Science And Technology
Engineering
15
11
6
9
59
Karnataka
Medical Science Arts And Humanities
Business And Commerce Science And Technology
Engineering
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 488
3. Tevfik Demirciftci, Amanda Belarmino, Chih-
Chien Chen, Gurel Cetin, Understanding the Gap
between University Revenue Management
Courses and the Job Market, Journal of
Hospitality & Tourism Education,
10.1080/10963758.2020.1868318, (1-12),
(2021).
4. Michael Ralph, Blair Schneider, David R.
Benson, Douglas Ward, Anthony Vartia, Student
enrollment decisions and academic success:
evaluating the impact of classroom space design,
Learning Environments Research,
10.1007/s10984-021-09379-6, (2021).
5. Grace K. S. Ho, Rob Law, Marketing Strategies in
the Decision-Making Process for Undergraduate
Choice in Pursuit of Hospitality and Tourism
Higher Education: The Case of Hong Kong,
Journal of Hospitality & Tourism Education,
10.1080/10963758.2020.1791136, (1-13),
(2020).
6. Geoffrey Angus, Richard Diehl Martinez, Mitchell
L. Stevens, Andreas Paepcke, undefined
Unknown, undefined, Proceedings of the Sixth
(2019) ACM Conference on Learning @ Scale -
L@S '19, 10.1145/3330430.3333623, (1-10),
(2019).
7. Muhammad Hanif Othman, Noorihsan
Mohamad, Mohd Nizam Barom, Students’
decision making in class selection and
enrolment, International Journal of Educational
Management, 10.1108/IJEM-06-2017-0143,
(00-00), (2019).
8. Mitchell Stevens, Monique Harrison, Marissa
Thompson, Arik Lifschitz, Sorathan
Chaturapruek, Choices, Identities, Paths:
Understanding College Studentss Academic
Decisions, SSRN Electronic Journal,
10.2139/ssrn.3162429, (2018).
9. Karen E. Clayton, Fran C. Blumberg, Jared A.
Anthony, Linkages between course status,
perceived course value, and students’
preference for traditional versus non-traditional
learning environments, Computers & Education,
10.1016/j.compedu.2018.06.002, 125, (175-
181), (2018).
10. Jinjiao Lin, Haitao Pu, Yibin Li, Jian
Lian, Intelligent Recommendation System for
Course Selection in Smart Education, Procedia
Computer Science,
10.1016/j.procs.2018.03.023, 129, (449-453),
(2018).
9. BIOGRAPHIES
Shikha Yadav
yadavshikha702@gmail.com
Sumit Parashar
S1903p00@gmail.com
Vaibhav Mathur

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EDUCATIONAL ANALYSIS FOR UNDERGRADUATION COURSES

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 484 EDUCATIONAL ANALYSIS FOR UNDERGRADUATION COURSES Uday Arun, Shikha Yadav, Sumit Parashar, Vaibhav Mathur, Srishti Chauhan Research Scholar, U.G. Student, U.G. Student, U.G. Student, U.G. Student Department of Computer Science and Engineering Greater Noida Institute of Technology (AKTU, Lucknow, U.P.), Greater Noida, U.P., India --------------------------------------------------------------------***---------------------------------------------------------------- Abstract- The idea behind this project is to help the Indian students to select the appropriate course and college, after their secondary education based on data collected by our website. There are so many choices available to pursue undergraduate courses for the youth these days. The more the options, the more is the confusion for students while deciding their future. This is the analysis to figure out the youth choice for the undergraduates throughout India. This project will help the youth choose their undergraduate course as well as helps educational management groups to establish their institution based on this research. There has not been any research yet that shows the choice of youth for undergraduate courses in different states of the country. KEYWORDS: Adobe analytics, Adobe Target, Ed-tech website, Stream, and Courses 1.INTRODUCTION We are building a website which is providing the information about the various courses available after 12th for the students, we fetch the data from our website i.e., which courses are in demand according to different locations of the country. In this project we use Adobe analytics and targeting to implement a research, based on the youth choice for undergraduate courses in different states of the country. Adobe analytics is the technology used in doing the analysis work with different visualizations and feature, Adobe Target is used to target the audiences. Basically, it is the analytics work done using adobe platform to find out the most demanding undergraduate courses for further education of students in different locations, and to provide the data of student preferences to the education management groups so they can grow in their business by focusing on the student preferences accordingly. 2.IMPLEMENTATION We are doing research which is useful for the entire education industry. we have created a website then we will target the audience and fetch their preferences based on their location after that we apply Adobe analytics on the real-time data.  CREATION OF A WEBSITE We design a website by using HTML, CSS, JS, PYTHON, and apply Transparent PIXELS and BEACONS to track the user information. This website is for students so that they can easily get the information of undergraduate courses.  DATA COLLECTION Data is collected by the audience who is getting information with the help of our website.  TARGETING AUDIENCE We work on real time audience data of website which is targeted with the help of Adobe target we apply several filters to distinguish the audience according to their region. It results the better solution.  ANALYSIS We analyse the targeted data with the help of Adobe analytics and conclude the courses preferred by students in different locations. 3.LITERATURE SURVEY In the recent times in India, it has been seen that a wide variety of courses are available for educating the youth of the country. Because of the rapid growth of courses, it has been observed that the youth face difficulties in following their passion and they need a survey which can help them in choosing a right carrier option for their future. This project helps them to
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 485 observe and analyses the most preferred courses taken up by their fellow students in their localities. There are many choices for the youth to choose from, for their Undergraduate course in different states of the country. There has not been any analysis done on this topic using adobe. Given below are the previously done research on this course selection: - Experimental analysis of students' course selection By: -Professor Elisha Babad, Arik Tayeb https://doi.org/10.1348/000709903322275894 BACKGROUND: Students must select courses prior to every term (i.e., academic units of instruction within a degree programme) to determine their study programme. Course selection (CS) may be a sequential decision- making (DM) process — students weigh various sorts of information available about each course. Every decision influence the weighting of considerations for the next. This study is focused on three central dimensions of CS: Learning Value (intellectually challenging, interesting, and thought-provoking), Lecturer's Style (exciting, charismatic, and humorous versus dry, inflexible, unclear, etc.), and Course Difficulty (easy, moderate, and hard). AIMS: • to look at students' preferences for every dimension in five choices and in their sequential location (1st to 5th). • To discover compromises in dilemma situations after the useful combinations that had already been selected. • to research differential selection as a function of students' age, gender, and academic standing (average grades). Results: • 12 courses were found to be divided into: ideal courses, first-degree and second-degree compromises and rejected courses. • Students avoided selecting hard courses unless that they had no choice. Learning Value was the most picked dimension, followed closely by Lecturer Style. • Correlations showed that older and better achieving students chose harder and better Learning Value courses. DRAWBACKS: Difficulty in students' selection and evaluation and applied issues concerning the supply of information about the three investigated dimensions to students in real-life course selection. 4.METHODOLOGY Different Courses after 12th Standard: Here, we have listed the streams and courses that are available on our website. The courses are broadly categorized into following streams: • Science • Engineering science • Medical Science • Arts and Humanities • Business and Commerce 4.2 PROCEDURE  We define the audience of different states  We create a website to target the audience Fig.1. Website  Collection of data of all the audience  Apply the filters to distinguish audience
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 486 Fig.2. Audience Targeting  Analysis will be done to find out the preferences of the youth throughout the country: Fig.3. State wise analysis and Graphical Representation 4.3 TECHNOLOGY USED  Adobe Data Collection Platform provides a suite of technologies that allow you to collect customer experience data from client-side sources and send it to the Adobe Experience Platform Edge Network where it is often enriched, transformed, and distributed to Adobe or non-Adobe destinations in seconds.  Adobe Analytics Platform is that the industry-leading solution for applying real- time analytics and detailed segmentation across all of your marketing channels. Use it to get high-value audiences and power customer intelligence for your business.  Adobe Launch Platform may be a next- generation tag management system designed to unify data from multiple sources. it is a rule based TMS (Tag Management System), which allows more control over each a part of your tags. Launch also offers extensions, an excellent feature to assist you extend the platform supported your needs.  Adobe Target Platform provides everything you need to tailor and personalize your customers' experiences. Target helps you maximize revenue on your web and mobile sites, social media, apps, and other digital channels. 5. RESULT Here, we are attaching the analysis chart of the preferences of student and define most preferred choice: Medi cal Scien ce Arts And Humani ties Busine ss And Comm erce Science And Technol ogy Enginee ring UP 17% 9% 28% 15% 31% Delhi 26% 16% 9% 22% 27% Harya na 9% 8% 38% 12% 33% Bihar 21% 7% 14% 16% 42% Karnat aka 15% 11% 6% 9% 59% 17 9 28 15 31 Uttar Pradesh Medical Science Arts And Humanities Business And Commerce Science And Technology Engineering
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 487 6.CONCLUSION This article was specially written for those that are keenly checking out career options and therefore the courses after 12th standard. According to the research-based project we conclude that in given states the most preferred course is Engineering. 7.FUTURE SCOPE We can take this to another level by adding more and different courses in different streams in the research. The scope can be expanded by taking a large area like even outside India, in other countries this research can be conducted only with some minor changes. This would help the education sector to find out where is the most need to which course or in which area the institute to be settled so that there will be maximum profit to the students as well as institutions. 8. REFERENCES 1. https://s1903p00.wixsite.com/edtech 2. Murray Scott, David A. Savage, Lemons in the university: asymmetric information, academic shopping and subject selection, Higher Education Research & Development, 10.1080/07294360.2021.1887094, (1-15), (2021). 26 16 9 22 27 Delhi Medical Science Arts And Humanities Business And Commerce Science And Technology Engineering 9 8 38 12 33 Haryana Medical Science Arts And Humanities Business And Commerce Science And Technology Engineering 21 7 14 16 42 Bihar Medical Science Arts And Humanities Business And Commerce Science And Technology Engineering 15 11 6 9 59 Karnataka Medical Science Arts And Humanities Business And Commerce Science And Technology Engineering
  • 5. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 488 3. Tevfik Demirciftci, Amanda Belarmino, Chih- Chien Chen, Gurel Cetin, Understanding the Gap between University Revenue Management Courses and the Job Market, Journal of Hospitality & Tourism Education, 10.1080/10963758.2020.1868318, (1-12), (2021). 4. Michael Ralph, Blair Schneider, David R. Benson, Douglas Ward, Anthony Vartia, Student enrollment decisions and academic success: evaluating the impact of classroom space design, Learning Environments Research, 10.1007/s10984-021-09379-6, (2021). 5. Grace K. S. Ho, Rob Law, Marketing Strategies in the Decision-Making Process for Undergraduate Choice in Pursuit of Hospitality and Tourism Higher Education: The Case of Hong Kong, Journal of Hospitality & Tourism Education, 10.1080/10963758.2020.1791136, (1-13), (2020). 6. Geoffrey Angus, Richard Diehl Martinez, Mitchell L. Stevens, Andreas Paepcke, undefined Unknown, undefined, Proceedings of the Sixth (2019) ACM Conference on Learning @ Scale - L@S '19, 10.1145/3330430.3333623, (1-10), (2019). 7. Muhammad Hanif Othman, Noorihsan Mohamad, Mohd Nizam Barom, Students’ decision making in class selection and enrolment, International Journal of Educational Management, 10.1108/IJEM-06-2017-0143, (00-00), (2019). 8. Mitchell Stevens, Monique Harrison, Marissa Thompson, Arik Lifschitz, Sorathan Chaturapruek, Choices, Identities, Paths: Understanding College Studentss Academic Decisions, SSRN Electronic Journal, 10.2139/ssrn.3162429, (2018). 9. Karen E. Clayton, Fran C. Blumberg, Jared A. Anthony, Linkages between course status, perceived course value, and students’ preference for traditional versus non-traditional learning environments, Computers & Education, 10.1016/j.compedu.2018.06.002, 125, (175- 181), (2018). 10. Jinjiao Lin, Haitao Pu, Yibin Li, Jian Lian, Intelligent Recommendation System for Course Selection in Smart Education, Procedia Computer Science, 10.1016/j.procs.2018.03.023, 129, (449-453), (2018). 9. BIOGRAPHIES Shikha Yadav yadavshikha702@gmail.com Sumit Parashar S1903p00@gmail.com Vaibhav Mathur