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Inovasi Proses Pembelajaran Melalui Integrasi Myfitnesspal berbasis Data Analitik untuk Meningkatkan Critical Thinking Siswa SMA: (Innovating Learning Processes Through Myfitnesspal Integration Using Data Analytics to Enhance High School Students’ Critical Thinking Skills)

BIODIK · Vol. 12 No. 1 (2026) · pp. 146–153

DOI
10.22437/biodik.v12i1.51258
ISSN
2580-0922, 2460-2612
Published
2026-03-04
Publisher
Program Studi Pendidikan Biologi FKIP Universitas Jambi
Language
en
License
creativecommons.org/licenses/by-nc-sa/4.0

Abstract

Students’ critical thinking skills on the digestive system topic remain low, indicating the need for learning experiences that utilize authentic data. This study examined the effectiveness of integrating the MyFitnessPal application into a Problem Based Learning (PBL) model to improve senior high school students’ critical thinking skills. Using a One Group Pretest–Posttest Design with 35 participants, data were collected through a critical thinking test based on Facione’s indicators and analyzed using the Shapiro–Wilk test, Wilcoxon Signed Rank Test, Effect size, and N-Gain. The findings show a significant improvement in critical thinking (p = 0.000) with a large Effect size (r = 0.76). The N-Gain score of 0.43 indicates a moderate improvement following the MyFitnessPal-integrated PBL intervention. These results highlight that incorporating nutrition-tracking applications as authentic data sources within PBL can enhance data literacy and support the development of critical thinking in biology learning. Abstrak. Kemampuan berpikir kritis pada materi Sistem Pencernaan masih rendah, sehingga diperlukan pembelajaran yang memberikan pengalaman autentik dan berorientasi data. Penelitian ini bertujuan menganalisis efektivitas integrasi aplikasi MyFitnessPal dalam model Problem Based Learning (PBL) terhadap peningkatan kemampuan berpikir kritis siswa SMA. Penelitian menggunakan desain One Group Pretest–Posttest dengan sampel 35 siswa. Instrumen berupa tes berpikir kritis berdasarkan indikator Facione, dianalisis menggunakan uji Shapiro–Wilk, Wilcoxon Signed Rank Test, Effect size, dan N-Gain. Hasil penelitian menunjukkan peningkatan signifikan kemampuan berpikir kritis (p = 0,000) dengan Effect size besar (r = 0,76). Nilai N-Gain sebesar 0,43 berada pada kategori sedang, menunjukkan peningkatan yang konsisten setelah penerapan PBL terintegrasi MyFitnessPal. Temuan ini menegaskan bahwa penggunaan aplikasi pelacakan gizi sebagai sumber data autentik dalam PBL dapat memperkuat literasi data dan mendukung berkembangnya kemampuan berpikir kritis pada pembelajaran Biologi.

Collaboration network of the authors

27 authors · 58 co-authorship links · 2 across different organisations

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  • Indonesia University of Education
  • North Carolina State University
  • Affiliation unknown
  • Different organisations
  • Same organisation
  • Affiliation unknown
  • Thicker line = more joint articles · bigger circle = more articles
Show as table
Co-authorOrganisationJoint articles
Bambang SupriatnoIndonesia University of Education2
Widi PurwianingsihIndonesia University of Education2
Amelia Savitri ZairulAffiliation unknown2
Uridia UlyaAffiliation unknown2
Fransisca SudargoIndonesia University of Education1
A. FitrianiAffiliation unknown1
Arif RachmatullahNorth Carolina State University1
Nanang WinarnoIndonesia University of Education1
Adi RahmatIndonesia University of Education1
Nabila Putri SholahudinIndonesia University of Education1
Shofa' NabilahAffiliation unknown1
Nimas Ayu LestariAffiliation unknown1
Puan Helwa Rezha SorayaAffiliation unknown1
Tasya Oktavia Regita CahyaniAffiliation unknown1
Aulia KhairunnisaAffiliation unknown1
Titin SupriatinAffiliation unknown1
Shynta PuspaAffiliation unknown1
Ana Ratna WulanAffiliation unknown1
Kusnadi KusnadiAffiliation unknown1
Agi azkyaAffiliation unknown1
Asmi Nur AzizahAffiliation unknown1
Eni NuraeniAffiliation unknown1
Annisa Syafigha PutriAffiliation unknown1

Affiliations come from OpenAlex; journal OAI-PMH metadata carries none. Authors without an OpenAlex ID are matched by name, which can merge or split people.

Metadata source: OAI-PMH (metadata jurnal) https://online-journal.unja.ac.id/index.php/biodik/oai, first harvested 6 Nov 2026, last seen 8 Nov 2026.
Original metadata (oai_dc)
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	<dc:title xml:lang="en">Inovasi Proses Pembelajaran Melalui Integrasi Myfitnesspal berbasis Data Analitik untuk Meningkatkan Critical Thinking Siswa SMA: (Innovating Learning Processes Through Myfitnesspal Integration Using Data Analytics to Enhance High School Students’ Critical Thinking Skills)</dc:title>
	<dc:creator xml:lang="en">Liszia, Frinsma</dc:creator>
	<dc:creator xml:lang="en">Ayinda Puspa, Shynta</dc:creator>
	<dc:creator xml:lang="en">Supritano, Bambang</dc:creator>
	<dc:creator xml:lang="en">Hamdiyati, Yanti</dc:creator>
	<dc:description xml:lang="en">Students’ critical thinking skills on the digestive system topic remain low, indicating the need for learning experiences that utilize authentic data. This study examined the effectiveness of integrating the MyFitnessPal application into a Problem Based Learning (PBL) model to improve senior high school students’ critical thinking skills. Using a One Group Pretest–Posttest Design with 35 participants, data were collected through a critical thinking test based on Facione’s indicators and analyzed using the Shapiro–Wilk test, Wilcoxon Signed Rank Test, Effect size, and N-Gain. The findings show a significant improvement in critical thinking (p = 0.000) with a large Effect size (r = 0.76). The N-Gain score of 0.43 indicates a moderate improvement following the MyFitnessPal-integrated PBL intervention. These results highlight that incorporating nutrition-tracking applications as authentic data sources within PBL can enhance data literacy and support the development of critical thinking in biology learning.
Abstrak. Kemampuan berpikir kritis pada materi Sistem Pencernaan masih rendah, sehingga diperlukan pembelajaran yang memberikan pengalaman autentik dan berorientasi data. Penelitian ini bertujuan menganalisis efektivitas integrasi aplikasi MyFitnessPal dalam model Problem Based Learning (PBL) terhadap peningkatan kemampuan berpikir kritis siswa SMA. Penelitian menggunakan desain One Group Pretest–Posttest dengan sampel 35 siswa. Instrumen berupa tes berpikir kritis berdasarkan indikator Facione, dianalisis menggunakan uji Shapiro–Wilk, Wilcoxon Signed Rank Test, Effect size, dan N-Gain. Hasil penelitian menunjukkan peningkatan signifikan kemampuan berpikir kritis (p = 0,000) dengan Effect size besar (r = 0,76). Nilai N-Gain sebesar 0,43 berada pada kategori sedang, menunjukkan peningkatan yang konsisten setelah penerapan PBL terintegrasi MyFitnessPal. Temuan ini menegaskan bahwa penggunaan aplikasi pelacakan gizi sebagai sumber data autentik dalam PBL dapat memperkuat literasi data dan mendukung berkembangnya kemampuan berpikir kritis pada pembelajaran Biologi.</dc:description>
	<dc:publisher xml:lang="en">Program Studi Pendidikan Biologi FKIP Universitas Jambi</dc:publisher>
	<dc:date>2026-03-04</dc:date>
	<dc:type>info:eu-repo/semantics/article</dc:type>
	<dc:type>info:eu-repo/semantics/publishedVersion</dc:type>
	<dc:type xml:lang="en">Peer-reviewed Article</dc:type>
	<dc:format>application/pdf</dc:format>
	<dc:identifier>https://online-journal.unja.ac.id/biodik/article/view/51258</dc:identifier>
	<dc:identifier>10.22437/biodik.v12i1.51258</dc:identifier>
	<dc:source xml:lang="en">BIODIK; Vol. 12 No. 1 (2026): March 2026 ; 146-153</dc:source>
	<dc:source>2580-0922</dc:source>
	<dc:source>2460-2612</dc:source>
	<dc:language>en</dc:language>
	<dc:relation>https://online-journal.unja.ac.id/biodik/article/view/51258/24275</dc:relation>
	<dc:rights xml:lang="en">Copyright (c) 2026 Frinsma Liszia, Shynta Ayinda Puspa, Bambang Supritano, Yanti Hamdiyati</dc:rights>
	<dc:rights xml:lang="en">http://creativecommons.org/licenses/by-nc-sa/4.0</dc:rights>
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