College of computer studies career recommendation using decision tree algorithm / (Record no. 26873)

MARC details
000 -LEADER
fixed length control field 02493nam a2200325 i 4500
003 - CONTROL NUMBER IDENTIFIER
control field CSPC
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20240122174731.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 240122s2022 ph a b 000 0 eng d
040 ## - CATALOGING SOURCE
Transcribing agency CSPC
Original cataloging agency CSPC
Language of cataloging eng
090 ## - LOCALLY ASSIGNED LC-TYPE CALL NUMBER (OCLC); LOCAL CALL NUMBER (RLIN)
Classification number (OCLC) (R) ; Classification number, CALL (RLIN) (NR) UTH BSCS Is12c 2022
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Isaac, Johnmir R.,
Relator term author.
245 10 - TITLE STATEMENT
Title College of computer studies career recommendation using decision tree algorithm /
Statement of responsibility, etc. Johnmir R. Isaac, [and 4 others].
300 ## - PHYSICAL DESCRIPTION
Extent 110 leaves.
336 ## - CONTENT TYPE
Content type term text
Source rdacontent
337 ## - MEDIA TYPE
Media type term unmediated
Source rdamedia
338 ## - CARRIER TYPE
Carrier type term volume
Source rdacarrier
502 ## - DISSERTATION NOTE
Dissertation note Undergraduate Theses (BSCS) - Computer Science
Name of granting institution Camarines Sur Polytechnic Colleges, 2022.
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc. note Includes bibliographical references.
520 3# - SUMMARY, ETC.
Summary, etc. Anything can evoke a sense of empowerment in the contemporary world. This is evident in many facets of life, including romantic relationships, ordinary purchases. and career decisions. This generation appears to be constantly moving and inclined to making important decisions. This study used machine learning to recommend an ICT-related career for CCS third and fourth-year students to help them choose the right career in the future, and to lessen the job-skill mismatch in the Philippines. It gathered data from the students to serve as training data in recommending a career. The researchers collected a total of 70.75% of the total population of third and fourth-year students and graduates of the college. Decision tree algorithm was used to create a model to train and test the data in recommending an ICT-related career. After the model was created, the researchers utilized the Fl -Score, accuracy, recall, and precision to analyze the efficacy of the data model. The model achieved a 0.67 accuracy, 0.69 precision, 0.67 recall, and 0.65 Fl -score. The model showed that the model needs additional data to achieve a better performance in recommending a career. After evaluating the model, the results showed that decision support metrics were helpful in evaluating a recommender type of model.
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Badiola, Jhon Rey C.,
Relator term author
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Dinero, Ronald T.,
Relator term author
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Monge, mary Dine A.,
Relator term author
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Salona, April P.,
Relator term author
720 1# - ADDED ENTRY--UNCONTROLLED NAME
Name Fortuno, Kaela Marie N.,
Relator term adviser
720 1# - ADDED ENTRY--UNCONTROLLED NAME
Name Oñate, Joseph Jessie S.,
Relator term panelist, chair
720 1# - ADDED ENTRY--UNCONTROLLED NAME
Name Velasco, Kezia Abegail T.,
Relator term panelist
720 1# - ADDED ENTRY--UNCONTROLLED NAME
Name Colle, Jonuel Rey N.,
Relator term panelist
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Dewey Decimal Classification
Koha item type Unpublished Materials
Suppress in OPAC No
Classification part BSCS
Item part Is12c
Call number prefix UTH
Call number suffix 2022
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Home library Current library Shelving location Date acquired Total Checkouts Full call number Barcode Date last seen Price effective from Koha item type
    Dewey Decimal Classification     Main Library Main Library Undergraduate Thesis Section 01/22/2024   UTH BSCS Is12c 2022 006080UM 01/22/2024 01/22/2024 Unpublished Materials