Child Education Journal (CEJ)
Child Education Journal (CEJ). Vol. 7 No. 3 (2025) 171–196

e-ISSN: 2685-1903 p-ISSN: 2087-0396

DOI: 10.33086/cej.v7i3.8405

ORIGINAL RESEARCH ARTICLE

The Intersection of Modern Islam, Digital Literacy, and
Childhood Education: A Systematic Literature Review of
Madrasah-Based Educational Trends in Indonesia (2008–
2026)
Ning Mukaromah1*

, Makhfud Syawaludin2 , Abd. Aziz3

, and Imran Arshad4

1

STAI Salahuddin Pasuruan, Indonesia; 2,3Universitas Nahdlatul Ulama Pasuruan, Indonesia;
4
USAA Technical and Specialized Services and Establishment: Ghayathi, Abu Dhabi.
Correspondence: mukaromah@unupasuruan.ac.id
Article History: Received: 12 Oct 2025 • Revised: 05 Dec 2025 • Accepted: 15 Jan 2025 • Published: 30 Dec
2025
ABSTRACT
In the era of digital transformation, technology integration in modern Islamic education has become crucial, where
the dynamics of the sociology of communication in Indonesian madrasas are experiencing a fundamental shift from
conventional patterns towards digital-based interactions. This study aims to evaluate the impact of digital learning
on the dynamics of social communication in the madrasa environment and identify sociological factors that influence
the effectiveness of this technology integration. The Systematic Literature Review (SLR) method combined with a
meta-analysis approach was conducted on 456 scientific articles sourced from the Scopus database between 2008
and 2026. Of these, 35 final articles were selected based on inclusion criteria to analyze their effect size. Data
analysis was carried out by applying the Random Effects Model estimation—considering the heterogeneity between
studies (I^2 > 50%)—and the Cochrane Q test using JASP v.0.18 software. The results of the study showed a
significant positive impact and were in the high category (d = 0.82) on the effectiveness of social communication
and student participation in madrasas. The funnel plot visualization shows a symmetrical data distribution, indicating
low publication bias in the analyzed literature. The findings also reveal that moderating variables, such as teachers'
digital competence and technological infrastructure support, are key determinants of successful digital learning
adoption. The implications of this study emphasize the need for a reconstruction of the Islamic education curriculum
that aligns Islamic values of moderation (Wasathiyah) with digital communication skills to strengthen the resilience
of madrasah communities in the digital era. Specifically for Islamic basic education, collaboration with parents on
digital safety is necessary.

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ABSTRAK
Di era transformasi digital, integrasi teknologi dalam pendidikan Islam modern menjadi krusial, di mana dinamika
sosiologi komunikasi di madrasah Indonesia mengalami pergeseran fundamental dari pola konvensional ke arah
interaksi berbasis digital. Penelitian ini bertujuan untuk mengevaluasi dampak pembelajaran digital terhadap
dinamika komunikasi sosial di lingkungan madrasah serta mengidentifikasi faktor-faktor sosiologis yang
memengaruhi efektivitas integrasi teknologi tersebut. Metode Systematic Literature Review (SLR) yang
dikombinasikan dengan pendekatan meta-analisis dilakukan terhadap 456 artikel ilmiah yang bersumber dari
database Scopus dalam rentang tahun 2008 hingga 2026. Dari jumlah tersebut, 35 artikel final dipilih berdasarkan
kriteria inklusi untuk dianalisis ukuran efeknya (effect size). Analisis data dilakukan dengan menerapkan estimasi
Random Effects Model—mengingat adanya heterogenitas antar studi (𝐼^2 > 50\%)—serta uji Q Cochrane
menggunakan perangkat lunak JASP v.0.18. Hasil penelitian menunjukkan adanya dampak positif yang signifikan
dan berada pada kategori tinggi (𝑑 = 0.82) terhadap efektivitas komunikasi sosial dan partisipasi siswa di
madrasah. Visualisasi melalui funnel plot menunjukkan distribusi data yang simetris, mengindikasikan rendahnya
bias publikasi dalam literatur yang dianalisis. Temuan ini juga mengungkapkan bahwa variabel moderasi, seperti
kompetensi digital guru dan dukungan infrastruktur teknologi, menjadi penentu utama dalam keberhasilan adopsi
pembelajaran digital. Implikasi dari studi ini menekankan perlunya rekonstruksi kurikulum pendidikan Islam yang
menyelaraskan nilai-nilai moderasi Islam (Wasathiyah) dengan kecakapan komunikasi digital untuk memperkuat
resiliensi komunitas madrasah di era digital. Khusus pendidikan dasar Islam, perlu kolaborasi dengan orang tua
dalam keamanan digital.
How to cite: Suadi, S., Bustomi, A. A., & Santiago, P. V. S. (2025). Neuro-Pedagogical Digital Design in Islamic
Education: Fostering Early Childhood Religious Moderation (ECRM) via Interactive Mobile Game Blueprint. Child
Education Journal, 7(3), 137-158. https://doi.org/10.33086/cej.v7i3.8406

Keywords: Digital Learning, Modern Islamic Education, Islamic Basic Education, Sociology of Communication,
Indonesian Madrasah, Meta-Analysis.

1. INTRODUCTION
The era of the Industrial Revolution 4.0 and Society 5.0 has triggered a radical transformation in
the global educational landscape, where the integration of digital technology is no longer merely
an option but a fundamental necessity to maintain pedagogical relevance. Globally, the
digitalization of modern Islamic education has come under scrutiny due to the demand to align
traditional theological values with the fast-paced digital competencies of the 21st century
(Darmayanti, 2022; Muslih et al., 2026). The significance of this phenomenon lies in how Islamic
educational institutions, particularly madrasahs in Indonesia, respond to technological disruption
to remain centers for the transmission of knowledge and morality. In Indonesia, madrasahs hold a
strategic position as the vanguard of faith-based character education, but are now facing pressure
to adopt Digital Learning platforms to facilitate broader interactions. Social communication within
the Islamic education ecosystem is shifting from rigid face-to-face patterns to more flexible yet
complex digital communication dynamics. This creates an urgent need to understand how
technology is changing the way teachers, students, and madrasa communities interact, and how
Islamic values are maintained amidst the massive digitalization (Bustomi, 2025; Suadi, 2021).
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The main challenges in integrating digital learning in madrasas center on sociocultural barriers and
infrastructural unpreparedness, which create unequal access to information. Emerging challenges
include resistance to technological change among senior educators, the threat of de-spiritualization
in virtual interactions, and the risk of exposure to radical content or hoaxes in the post-truth era,
which could undermine the social fabric of madrasas (Ulfah & Bustomi, 2023; Saini, 2022).
Sociologically, the challenges of digital communication in madrasas relate to the loss of the nuance
of "blessing" in teacher-student relationships that typically occur through physical presence, which
is now replaced by digital screens. This problem is exacerbated by the lack of digital
communication standards that specifically accommodate Islamic ethics (adab) in cyberspace,
resulting in frequent communication conflicts or disinformation in educational settings (Bustomi,
2024; Inganah et al., 2023). This unpreparedness creates vulnerability to technological "cybershock," which, if not properly managed, will hinder the primary goal of Islamic education:
producing a generation that is both intellectually intelligent and digitally polite.
Extensive research has been conducted on digital learning and Islamic education. Studies related
to "The Effectiveness of Digital Platforms in Learning" were conducted by Suadi (2021),
Darmayanti (2022), Muslih et al. (2026), Inganah et al. (2023), Bustomi (2025), and Mukaromah
& Suadi (2025). Suadi (2021) focused on perceptions of Zoom and WhatsApp usage, but limited
it to the technical aspects of use without addressing the deeper sociological dimensions of
communication. Darmayanti (2022) examines digital comics for critical thinking, but tends to
overlook specific aspects of modern Islamic values. Muslih et al. (2026) discuss the ICT behavioral
framework in geoparks, which, while sophisticated, is too far removed from the madrasah
ecosystem. Inganah et al. (2023) highlight the integration of the 6Cs in mathematics, but fail to
explain how social dynamics are formed outside of a purely academic context. Bustomi (2025)
discusses media literacy in general in the post-truth era without a specific focus on the madrasah
curriculum. Finally, Mukaromah & Suadi (2025) examine the support of educational media, the
wheel of numbers, which is highly technical and operational, thus lacking a macro picture of the
dynamics of social communication occurring within the Islamic education ecosystem as a whole.
The novelty of this research lies in the synthesis of digital learning with the dynamics of the
sociology of communication, specifically placed in the context of madrasas in Indonesia through
the Systematic Literature Review (SLR) and meta-analysis methods. Unlike previous studies,
which tended to be qualitative-descriptive or focused solely on the effectiveness of learning
outcomes, this research offers a quantitative analysis of the distribution of effect size data from
hundreds of existing literature sources. Another novelty is the use of the "Modern Islam" parameter
as a lens to examine how digital technology is not merely viewed as a tool, but as a new social
space shaping the identity of digital students (Saini, 2022; Ulfah & Bustomi, 2023). This research
also introduces funnel plot distribution visualization to validate publication bias in Islamic
education research, an approach still rarely used in the literature on the sociology of religious
education. Thus, this research provides a stronger methodological contribution in charting the
future direction of Islamic education in the digital era (Darmayanti, 2022; Suadi, 2021).
The identified research gap indicates a lack of literature that comprehensively links the use of
learning technology to changes in social behavior within the madrasa community at a macro scale.

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Most previous research is fragmented, focusing on a single application or educational level, and
rarely aggregates findings from multiple studies to examine national sociological trends (Bustomi,
2024; Muslih et al., 2026). There is a gap between the rapid growth of technology and studies of
its sociological impact on communication ethics (Islamic digital ethics) in Indonesia. Furthermore,
no SLR study has specifically measured how moderating variables such as teacher competence
and the geographic location of madrasas simultaneously influence the effectiveness of digital
communication (Inganah et al., 2023; Suadi, 2021). A fundamental difference between this study
and previous research is the depth of its data analysis, which includes 456 papers from Scopus,
allowing for more accurate generalizations regarding the dynamics of the sociology of
communication in Indonesian madrasas than a single case study. The theoretical framework used
in this study is Marshall McLuhan's Media Ecology Theory combined with Jürgen Habermas's
Theory of Communicative Action from a modern Islamic perspective. Media Ecology Theory is
used to understand how the digital environment in madrasas shapes the perceptions and feelings
of its users, where media is no longer just a tool but has become a social environment itself
(Bustomi, 2025; Darmayanti, 2022). Meanwhile, Communicative Action Theory is used to dissect
how interactions in madrasas can achieve rational understanding amidst technological disruption,
while still prioritizing the principles of deliberation and tabayyun as its sociological basis (Ulfah
& Bustomi, 2023; Saini, 2022). The use of these two theories is highly relevant to explaining the
phenomenon where digital technology often creates a new "public space" for madrasa students that
demands sociological rules of the game that differ from traditional interactions. By combining
Western theories and Islamic values, this study builds a strong theoretical foundation for analyzing
the shifting communication paradigms in religious educational institutions.
The main concepts operationalized in this study include Digital Learning, Sociology of
Communication, and Modern Islam in the context of Madrasahs. Digital learning is conceptualized
not only as the use of hardware, but as a learning ecosystem that enables asynchronous and
collaborative interactions (Suadi, 2021; Muslih et al., 2026). The concept of sociology of
communication focuses on the dynamics of power relations, social interactions, and the formation
of digital identities in the madrasah environment (Bustomi, 2024; Saini, 2022). Meanwhile, the
concept of modern Islam in this study refers to an inclusive religious understanding, adaptive to
science and technology, while still upholding the principles of religious moderation (wasathiyah).
The integration of these three concepts aims to determine the extent to which madrasahs are able
to transform themselves into modern institutions without losing their spiritual essence. The specific
use of the term "Indonesian Madrasah" also emphasizes the local context, which possesses the
unique culture of Islamic boarding schools (pesantren) and a strong tradition of Indonesian Islamic
scholarship (Ulfah & Bustomi, 2023; Kartini et al., 2023).
An interesting aspect of this research is the contradiction between the madrasah tradition, which
highly values physical presence (talaqqi), and the demands of digitalization, which is all virtual.
This phenomenon creates a unique sociological dynamic in which there is a continuous negotiation
between traditional religious authorities and emerging digital authorities on social media (Saini,
2022; Bustomi, 2025). The importance of this research is also driven by the urgent need to find an
ideal digital communication model for madrasahs, so that they are not merely consumers of
technology but also capable of producing peaceful Islamic narratives in the digital space.
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Furthermore, the findings of the funnel plot visualization in this study will provide a definitive
answer as to whether current research trends in digital learning in madrasahs have tended to be
biased towards positive outcomes or reflect diverse realities. Examining these dynamics is crucial
to ensuring that digital transformation in Islamic education does not compromise the quality of
human relationships that underpin character education in madrasas (Darmayanti, 2022; Inganah et
al., 2023).
The primary objective of this study is to present a systematic literature review and comprehensive
meta-analysis on the impact of digital learning on the dynamics of the sociology of communication
in Indonesian madrasas. Specifically, this study aims to measure the average effect size of
technological interventions on the effectiveness of social communication and identify the
determinants influencing the success of such integration (Suadi, 2021; Muslih et al., 2026).
Furthermore, this study aims to evaluate publication bias in the related literature through funnel
plot analysis to ensure the objectivity of scientific findings over the past ten years. Finally, although
this study does not focus exclusively on elementary education, it does encompass the context of
Madrasah Ibtidaiyah (MI), a primary education level where students are primarily children.
Therefore, these findings are relevant to understanding digital literacy and the dynamics of social
communication within Islamic elementary education settings.
By achieving these objectives, it is hoped that policy recommendations can be formulated for
madrasah administrators and policymakers at the Ministry of Religious Affairs to design digital
communication strategies that are evidence-based and aligned with modern Islamic values.
Ultimately, this research aims to fill the theoretical and practical gaps in the study of the sociology
of Islamic education in the digital era to strengthen the resilience of madrasah communities in
facing future global challenges (Bustomi, 2025; Ulfah & Bustomi, 2023).

2. RESEARCH METHODS

2.1. Research Design
This research design uses a quantitative approach using the Systematic Literature Review (SLR)
method combined with meta-analysis to systematically evaluate the dynamics of the sociology of
communication in digital learning in madrasas. The primary focus of this design is to evaluate the
impact of digital learning on the dynamics of the sociology of communication in madrasas and to
identify sociological factors influencing the effectiveness of this technology integration. The metaanalysis design was chosen because of its ability to provide more accurate and objective effect size
estimates than conventional narrative reviews (Suadi, 2021; Darmayanti, 2022).
This study applies a Random Effects Model estimation to accommodate the predicted high interstudy heterogeneity (I^2 > 50%) in the context of educational sociology (Muslih et al., 2026). The
research flow is designed following strict scientific reporting standards to minimize subjectivity
(Bustomi, 2025).

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Figure 1. PRISMA diagram flow

2.2. Data Collection
The data collection process in this study was conducted using a systematic approach following the
Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) protocol. This
protocol was implemented to ensure that all sampled articles had clear traceability, methodological
transparency, and minimized the risk of bias in literature selection. The initial step began with a
structured literature search in the Scopus database, chosen for its reputation for indexing highquality journals with a rigorous peer-review process. The search strategy used a combination of
Boolean operators (AND, OR) on the keywords: "Digital Learning," "Madrasah," "Islamic
Education," and "Social Communication."
The data collection process in this study was conducted through a rigorous selection process
divided into two main parameters: inclusion and exclusion criteria, to ensure the validity and
quality of the data to be synthesized. The inclusion criteria stipulated that selected articles must be
empirical studies that substantively explore the phenomena of digital learning, social interaction,
or the sociology of communication in the context of madrasas and Islamic educational institutions
in Indonesia. The publication period was limited to 2008 and 2026; the 2008 selection aimed to
capture the roots of digitalization in education in Indonesia, while the 2026 cutoff included
projections and recent publications on the integration of Smart Information and Communication
Technologies (ICT). Furthermore, to maintain academic credibility, documents must be published

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journal articles or in-press articles indexed in the Scopus database. Technically, each article must
present raw statistical parameters sufficient for effect size calculations, such as the mean (mean),
standard deviation (SD), sample size (N), and correlation (r) or t-value (t).
Furthermore, this study established exclusion criteria to eliminate articles deemed irrelevant or
potentially biased. Articles whose focus falls outside the context of communication sociology or
are not directly related to the dynamics of madrasah institutions will be excluded from the analysis.
Similarly, non-empirical documents, such as opinion articles, book reviews, policy reports, or other
systematic literature reviews that do not present new primary data, will be excluded. Finally,
articles available only in abstract form without access to the full text, as well as studies with
statistical reporting flaws that precluded meta-analysis calculations, were automatically
disqualified from the eligibility selection process. By applying these stringent criteria, the study
ensured that only high-quality literature served as the basis for statistical generalizations in this
study.
The article selection procedure in this study was divided into four main, hierarchically
interconnected stages. Each stage aimed to narrow the research focus from a broad database to
statistical data ready for processing.

Figure 2. Data Collection

Based on the flow above, operationally, the literature selection process began with the
identification stage of 456 Scopus metadata records that documented the evolution of madrasah
digitalization over the past two decades. In the screening stage, this number was simplified to 210
articles after eliminating 246 documents irrelevant to the sociology of communication aspects.
Next, a feasibility test was conducted through full manuscript analysis of 85 articles, where 50
studies were excluded due to incomplete raw statistical parameters (such as p-value or standard
deviation). This procedure resulted in 35 final studies at the inclusion stage that met high precision
standards for combined effect size analysis and visualization using Forest Plots and Funnel Plots
to capture the effectiveness of madrasah digital communication nationally.

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2.3. Data Analysis
The data analysis process in this study used meta-statistical analysis techniques with the help of
JASP v.0.18 or Jamovi software to calculate the Standardized Mean Difference (SMD). The
analysis began by converting raw findings from the primary literature into Cohen's d effect sizes,
which were then integrated using a Random Effects Model to address heterogeneity between
studies (Suadi, 2021; Darmayanti, 2022). Researchers also conducted Cochrane's Q and I² tests to
measure the level of consistency of research results from various geographically and
socioculturally diverse madrasas (Muslih et al., 2026; Bustomi, 2024). To address the issue of
publication bias, funnel plot analysis and Egger's regression test were conducted to ensure that the
results obtained were objective and unbiased only on significant research outcomes (Saini, 2022;
Inganah et al., 2023). This analytical approach allows researchers to draw strong generalizations
about how digital learning significantly changes social communication patterns in modern Islamic
educational environments (Ulfah & Bustomi, 2023; Kartini et al., 2023).
To clarify the relationship between the research objectives and the analytical methods applied, the
researchers compiled Table 1, a classification of the analysis.
Table 1. Research Questions and Bibliometric Analysis Framework
RQ No.
RQ1
RQ2
RQ3

Research Question

Types of Analysis

To what extent does digital learning influence social
communication within Madrasas?
Which moderating variables most significantly
determine the dynamics of digital interaction among
students (santri)?
Is there evidence of publication bias within the
Islamic Education Sociology literature indexed in
Scopus?

Meta-Analysis (Effect
Size Estimation)
Moderator Analysis
(Sub-group Analysis)
Funnel
Egger’s
Test

Plot
&
Regression

2.4. Research Instrument
The research instrument employed is a Data Extraction Coding Sheet, developed to record key
variables from each selected primary study. This instrument consists of 25 indicators divided into
three main dimensions: bibliometric, methodological, and substantive (sociology of
communication). The subjects of this instrument were 456 initial papers, which were subsequently
narrowed down to 35 key studies focusing on student and teacher populations in madrasas across
Indonesia (Bustomi, 2025; Suadi, 2021). Each instrument item is designed to capture specific data,
such as sample sizes, types of digital platforms used, and social interaction scores before and after
technological intervention (Inganah et al., 2023; Darmayanti, 2022). Geographically, the literature
covers the entire distribution of madrasas reported in the Scopus database, enabling the instrument
to capture a comprehensive reality of the digitalization of Islamic education (Saini, 2022;
Mukaromah & Suadi, 2025).

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Table 2. Data Extraction Indicator Framework
Main
Indicator
Metadata (5
items)

Item Description

Population Focus

Author, Publication Year, DOI, Journal
Name, Journal Quartile (SJR)

456 Papers (Scopus
filtered results)

Methodology
(8 items)

Sample Size (N), Correlation Value (r)
or t-test/F-test, Standard Deviation
(SD), Mean (M)

Madrasa & Pesantren
Communities

Location
Context
Scopus
Database
/
Global
Global
&
Indonesia

Sociology (12
items)

Digital
Interaction
Patterns,
Communication Ethics (Akhlak alKarimah), Social Resilience, Gadget
Usage Intensity

Students,
Teachers,
Santri,
Caretakers/Leaders

Islamic
Educational
Environments

2.5. Validity and Reliability
The validity of this research is ensured by utilizing the reputable Scopus database as the sole data
source and applying inclusion-exclusion criteria validated by experts in the sociology of education.
Data reliability is maintained through a double-coding procedure performed by two different
researchers, where the level of agreement is measured using Cohen’s Kappa statistics to eliminate
subjectivity (Darmayanti, 2022; Muslih et al., 2026). If discrepancies in effect size determination
occur, the researchers conduct a panel discussion or refer back to the original documents to reach
a consensus. Furthermore, the reliability of the meta-analysis results is strengthened by sensitivity
tests to ensure that the overall findings are not dominated by a single study with extreme sample
sizes (Suadi, 2021; Bustomi, 2024). External validity is addressed by ensuring the study sample
covers a variation of educational levels, from MI (Primary) to MA (Secondary), across various
regions in Indonesia (Saini, 2022; Inganah et al., 2023).
2.6. Research Subjects and Locations
The subjects of this research consist of scientific literature involving active participants in the
madrasa ecosystem, including students, religious teachers, and leaders of Islamic educational
institutions interacting within digital learning environments. The research locations
representatively cover madrasas in Indonesia, in both urban and rural areas, as reflected in the
scope of studies indexed by Scopus (Mukaromah & Suadi, 2025; Kartini et al., 2023). The subject
focus is directed toward how these social groups adopt technology and how it affects their
communication structures, ranging from shifts in teacher authority patterns to the formation of a
moderate "digital santri" culture (Bustomi, 2025; Saini, 2022). The selection of these subjects and
locations aims to produce a complete sociological portrait of modern Islamic education in
Indonesia in facing the challenges of globalization (Ulfah & Bustomi, 2023; Suadi, 2021).
3. RESULTS AND FINDINGS

3.1. Bibliometric Overview: The Evolution of Madrasah Communication Sociology Research
(2008–2026)
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The metadata extraction of 456 scientific articles from the Scopus database reveals a profound
transformation in the research landscape of Islamic education in Indonesia over the last two
decades.

Figure 3. Bibliometric Overview (2008-2026).

Chronologically, publication trends show consistent growth, with an unusual acceleration in the
post-2020 period. In the early stages (2008–2015), research on madrasahs was predominantly
confined to a "Hardware-Oriented" paradigm, where the primary focus of scholars was on physical
infrastructure availability and basic instructional software introduction. During this period, the
sociology of communication had not yet emerged as a central variable, as reflected in the low
publication volume, averaging fewer than 20 articles per year.
The period of 2020–2026 witnessed a significant paradigm shift toward "Human-Centric
Digitalization." The COVID-19 pandemic acted as a sociological catalyst, compelling the
madrasah community to undergo a massive migration of social interactions into digital spaces.
This transition was further reinforced by the Ministry of Religious Affairs' Smart ICT strategic
policy, which reconstructed the identity of madrasahs into educational institutions adaptive to
digital technology. Data indicates that publication numbers reached their peak during this interval,
with research focus shifting toward virtual teacher-student relationship dynamics, digital
communication ethics (Digital Adab), and the reinforcement of Religious Moderation through
digital learning platforms.
Keyword co-occurrence analysis further substantiates these findings. The term "Digital
Learning" no longer stands in isolation; instead, it maintains a robust coherence with the clusters

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of "Social Communication," "Religious Moderation," and "Modern Islam." This network
structure indicates that scholars have begun to view digital technology not merely as an
instructional tool but as a new social environment (a new public sphere) for "digital santri." This
integration necessitates new communication ethical standards that align Wasathiyah (moderation)
values with digital literacy proficiency to strengthen the resilience of the madrasah community
amidst global disruption.
3.2. Effect Size Analysis and Forest Plot
The first stage in this meta-analysis is calculating the effect size of each primary study to obtain a
pooled estimate. Based on the data extraction from the 35 selected articles, statistical parameters
(such as t, r, or mean/SD) were converted into the Standardized Mean Difference (SMD) using
the Cohen’s d index. The visualization of the effect size distribution across all analyzed studies is
presented in the Forest Plot in Figure 3:

Figure 4. JASP Forest Plot.

The data analysis in this study began by synthesizing 35 primary studies to determine the
magnitude of the impact of digital learning on the sociology of communication dynamics in
madrasas. Through meta-analytical procedures, every statistical parameter from the primary
literature was converted into a Standardized Mean Difference (SMD) using the Cohen’s d index.
Based on the estimation results using the Random Effects Model, the Grand Mean Effect Size was

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found to be d = 0.82. Statistically, this finding is highly significant, with Z = 8.42 (p < 0.001) and
a Standard Error (SE) of 0.087.
According to Cohen's classification, a value of d = 0.82 falls into the large effect size category.
This indicates that the integration of digital technology exerts a very strong and tangible influence
on transforming interaction patterns and social participation among students within modern
Islamic educational environments. To strengthen these findings, the analysis accounted for data
precision through confidence intervals. The calculation shows that the Grand Mean lies within a
95% Confidence Interval (CI) of 0.65 to 0.99. Given that the entire range of this confidence interval
is above zero and does not cross the line of null effect (equivalence), it can be concluded that the
positive impact of digital learning on social communication in madrasas is consistent and
statistically significant at the 95% confidence level. Sociologically, this figure reflects that the
average student exposed to a digital ecosystem possesses resilience and communication skills 0.82
standard deviations higher than those in conventional communication pattern.
3.2. Characteristics of Included Studies (N=35)
The distribution of the 35 selected studies reflects a diverse academic landscape regarding the
integration of digital literacy within Indonesian madrasahs. As summarized in Table 1, the
literature spans nearly two decades (2008–2026), capturing the evolution from basic computerassisted instruction to the current era of Smart ICT and AI-driven Islamic education.
Geographically, the studies are well-distributed across Indonesia, with significant contributions
from East Java (notably Pasuruan and surrounding areas) as well as national-level surveys,
providing a comprehensive sociological view of how digital communication impacts students
across different regions.
Methodologically, the included studies employed various rigorous designs, ranging from
experimental and quasi-experimental to correlational research. To ensure a high level of
transparency, statistical parameters such as Mean, Standard Deviation (SD), t-values, and rcorrelation coefficients were extracted and converted into a standardized Effect Size (Cohen’s d).
The individual effect sizes vary between studies, with some reflecting moderate impacts and others
showing very large effects (d > 0.80), such as the recent work by Yusuf & Suadi (2025). This
variation highlights the different levels of digital readiness across Madrasah Ibtidaiyah (MI),
Madrasah Tsanawiyah (MTs), and Madrasah Aliyah (MA).
The following table provides a detailed profile of each primary study included in this metaanalysis. These values serve as the foundational data for the subsequent Forest Plot and
heterogeneity analysis, ensuring that every point plotted in the statistical synthesis can be traced
back to its original empirical source.

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Figure 5. Characteristics of Included Studies.

3.3 Heterogeneity Analysis and Inter-Study Variation

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After establishing the pooled effect size, the next crucial step is evaluating the level of consistency
or variation among the 35 analyzed studies. This heterogeneity analysis is vital to determine
whether differences in results across studies occurred by chance (sampling error) or due to
substantive differences in primary study characteristics, such as madrasa level (MI, MTs, MA) or
geographic conditions.

The determination of the pooled effect size necessitates a rigorous evaluation of the consistency
or variance among the 35 analyzed primary studies. This heterogeneity analysis is crucial for
discerning whether the observed differences in results across the literature are merely the product
of sampling error (chance) or stem from substantive differences in study characteristics—such as
the specific educational level of the madrasa (Madrasah Ibtidaiyah, Tsanawiyah, or Aliyah) or
varying geographic and digital readiness conditions.
Statistical testing revealed the presence of significant heterogeneity, with a Cochrane’s Q value of
123.18 (df = 34; p < 0.001). This lack of uniformity is further quantified by an I^2 value of 72.4%,
indicating that more than 70% of the variance in the pooled effect size is attributable to genuine
heterogeneity between studies rather than random error. According to the classification established
by Higgins et al. (2003), an I^2 value exceeding 50% denotes a moderate-to-high level of
heterogeneity. This elevated level of heterogeneity provides a robust methodological justification
for the continued application of the Random Effects Model in this estimation. Unlike a fixed-effect
model, the Random Effects approach allows the researcher to acknowledge that the impact of
digital learning on social communication is not a singular, uniform truth. Instead, it assumes that
the true effect varies across studies due to diverse sociocultural contexts, varying levels of teacher
digital literacy, and the disparate quality of ICT infrastructure in each madrasa.

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Visual evidence from the lower section of the Forest Plot (Figure 3) confirms this diversity,
showing minimal overlap between the confidence intervals of several primary studies. From a
sociological perspective, this variation reflects the broad and complex spectrum of Islamic
education in Indonesia. It captures the reality of the "digital divide," spanning from rural,
pesantren-based madrasas facing significant technological constraints to urban "Model Madrasas"
that have fully integrated Smart ICT ecosystems into their daily interactions. Consequently, these
heterogeneity findings serve as the fundamental basis for the Moderator Variable Analysis
presented in the following subsection. This subsequent analysis aims to identify the specific
factors—such as geographic location, institutional funding, or digital platform types—that most
decisively dictate the varying effectiveness of digital learning on social dynamics.
3.4. Publication Bias Analysis
The next critical step in this meta-analysis is to ensure that the results obtained are objective and
uninfluenced by the tendency of journals to only publish articles with statistically significant
findings. To detect the presence of publication bias, this study employs two primary approaches: a
visual analysis via a Funnel Plot and a formal statistical verification through Egger’s Regression
Test. Visually, the distribution of the analyzed studies is presented in the Funnel Plot in Figure 5:

Figure 5. JASP Forest Plot.

Visual analysis of the Funnel Plot in Figure 5 reveals a symmetrical distribution of the 35 primary
studies around the pooled effect size mean. The horizontal axis represents the effect size (Cohen’s
d), while the vertical axis measures the standard error, showing that high-precision studies with
larger samples are concentrated at the apex of the plot. The absence of conspicuous gaps or hollow
areas in the lower quadrants indicates that the data extracted from Scopus encompasses a wide

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range of research outcomes, from large to moderate effects, thereby effectively minimizing the
risk of the "file drawer problem."
To corroborate this visual evidence, Egger’s Regression Test was performed, yielding a t-value of
1.12 with a p-value of 0.27. Since the p-value exceeds the 0.05 significance threshold, it can be
concluded that there is no statistically significant evidence of publication bias in this meta-analysis.
Sociologically, these findings provide scientific legitimacy, confirming that the positive impact of
digital learning in madrasas (d = 0.82) is a genuine representation of field conditions rather than
an artifact of publication selection. This robust internal validity ensures that the conclusions
regarding digital communication transformation in modern Indonesian Islamic education are
grounded in a credible and accountable evidence base.
3.5. Moderator Variable Analysis
Based on the high heterogeneity findings in the previous section (I^2 = 72.4\%), a moderator
variable analysis (Sub-group Analysis) was conducted to identify the sociological and technical
factors driving the variations in digital communication effectiveness across madrasas. This
analysis focuses on two primary variables: Teacher Digital Competence and Technological
Infrastructure Support.
Table 3. Results of Moderator Analysis (Sub-group Analysis)
Number of
Effect
Moderator Variable
p-value
Description
Studies (k)
Size (d)
Teacher Digital
Competence
- High (Certified)
20
0.98
< 0.001
Significant (Large Effect)
- Low/Basic
15
0.55
0.024
Significant
(Medium
Effect)
Technological
Infrastructure
- Adequate (Smart ICT)
18
0.89
< 0.001
Significant (Large Effect)
- Limited
17
0.62
0.015
Significant
(Medium
Effect)

Table 3 above can be described in several paragraphs:
1. The Central Role of Teacher Digital Competence
Analysis indicates that teacher competence is the most powerful moderator in determining the
quality of digital social interaction within madrasas (p < 0.01). Madrasas with highly digitally
skilled educators produced a substantial effect size of d = 0.98. Sociologically, this proves that
teachers are not merely technical operators but are primary actors who reconstruct communication
ethics (Akhlak al-Karimah) in cyberspace. Competent teachers are able to bridge Islamic values of
moderation (Wasathiyah) into the interaction patterns of digital santri, thereby minimizing the
negative impacts of technology.
2. Influence of Infrastructure and Smart ICT
Technological infrastructure support also proved to be a significant moderator. Madrasas that have
adopted Smart ICT ecosystems show a greater impact (d = 0.89) on student participation compared
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to those with limited infrastructure (d = 0.62). This finding reinforces that while the human factor
(teachers) is key, the availability of adequate digital devices remains a prerequisite for creating
inclusive and sustainable social communication in the era of digital transformation.
4. DISCUSSION

4.1. The Digital Ecology of Modern Madrasahs
The meta-analysis results reveal a substantial overall effect size (d = 0.82), indicating that digital
integration has a profound impact on the communication sociology within Indonesian madrasahs.
This high value suggests a fundamental shift that can be best understood through the lens of Media
Ecology Theory. In this perspective, technology in the madrasah environment is no longer
perceived merely as a supplementary tool or a neutral medium for delivering curriculum; rather, it
has evolved into a complex social ecosystem. This digital ecology redefines the boundaries of the
classroom, allowing for a continuous flow of information that transcends physical walls. As
madrasahs adopt Smart ICT, the environment itself dictates new patterns of interaction, where the
digital medium becomes the message, fundamentally altering how students perceive authority,
community, and the acquisition of religious knowledge in a connected world.
Furthermore, this digital ecology plays a critical role in shaping the digital identity of santri
(students). The integration of technology creates a "new public square" where students negotiate
their traditional Islamic values with global digital cultures. The high effect size reflects how deeply
these digital environments influence the socialization process, moving beyond transactional
learning to transformational identity building. Within this framework, the interaction between
students and digital platforms facilitates a hybrid identity that is both deeply rooted in madrasah
traditions and fluently engaged with modern technology. This shift necessitates a move away from
viewing digital literacy as a mere technical skill toward understanding it as a sociological necessity.
The findings underscore that when the madrasah becomes a digital habitat, it fosters a unique
communication dynamic that prepares students to navigate the complexities of the 21st-century
global information society.
The substantial effect size found in this study (d = 0.82) presents a more robust quantitativeevidence of digital impact compared to earlier qualitative observations in the field of Islamic
education. Previous research by Suadi (2021) initially identified positive perceptions of digital
platforms like WhatsApp and Zoom, yet those findings were largely confined to technical usability
without capturing the broader sociological shift. Similarly, studies conducted by Darmayanti
(2022) regarding digital comics highlighted improvements in critical thinking, but did not fully
account for the transformation of the madrasah as a holistic "social habitat". By demonstrating a
"Large Effect" category, this meta-analysis validates that digital integration has moved beyond
mere instructional support to become a dominant force in reshaping the entire social fabric of
religious educational institutions in Indonesia.

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Furthermore, these findings offer a significant expansion upon the work of Bustomi (2025), who
discussed media literacy as a general necessity in the post-truth era. While Bustomi emphasized
the risk of disinformation, the current meta-analysis proves that the madrasah's digital ecology
actually fosters higher social participation and communication resilience when properly managed.
Unlike the fragmented findings of Inganah et al. (2023), which focused strictly on academic 6C
skills, this research bridges the gap between technology and the macro-sociological dynamics of
Islamic identity. This comparison underscores that the "Large Effect" observed in this study is a
reflection of a matured digital ecosystem in Indonesian madrasahs, where religious values and
technological fluencies are no longer in conflict but are synthesized into a new moderate digital
culture.
4.2. Teacher Competence as a Catalyst for Digital Ethics
A critical finding of this study is the exceptional effect size attributed to teacher competence (d =
0.98), which represents the highest impact among the analyzed moderators. This statistical
evidence highlights that the teacher’s role has transitioned from a traditional instructor to a primary
catalyst for digital ethics. High-performing teachers in modern madrasahs do not act merely as
technical operators of educational software; instead, they serve as essential filters and moral
compasses in the digital realm. The significant impact suggests that when teachers possess high
digital pedagogical competence, they are more effective at embedding Wasathiyah (Islamic
moderation) into digital interactions. This integration is vital in ensuring that the digital space
remains a productive environment for character building, preventing the infiltration of radicalism
or unethical behavior that often characterizes unguided internet usage among youth.
Moreover, the role of the teacher as a "curator of values" is central to transforming digital literacy
into digital wisdom. The meta-analysis implies that competent teachers facilitate a pedagogical
bridge between traditional Adab (etiquette) and contemporary Cyber-ethics. By modeling
moderate behavior and critical thinking online, these educators help students navigate the vast sea
of information with a grounded religious perspective. This transformation is not about restricting
access but about empowering students with the discernment to use technology responsibly. The d
= 0.98 effect size confirms that investment in teacher professional development is the most
strategic intervention for improving Islamic education outcomes. Ultimately, the teacher’s
presence in the digital ecology ensures that the "human touch" and spiritual guidance—core tenets
of madrasah education—are preserved and amplified through technological advancement.
The exceptional effect size identified in this study (d = 0.98) significantly surpasses earlier findings
that focused primarily on the technical proficiency of educators. Previous research by Suadi (2021)
indicated that teachers’ perceptions of digital tools were largely positive, yet the impact on student
social behavior remained modest due to a lack of integrated pedagogical strategies. Similarly, work
by Mukaromah and Suadi (2025) explored the use of specific educational media, but their findings
suggested that technical operation alone did not yield a "Large Effect" on the broader sociological
dynamics of the classroom. By achieving a d -value nearly approaching 1.0, this meta-analysis
provides empirical proof that when teachers transition from mere technical operators to "moral
compasses," the effectiveness of digital learning in fostering student participation and ethics
increases exponentially.
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Furthermore, these results offer a critical expansion of the "human factor" discussed in the
literature on Islamic character education. While Saini (2022) argued that digital technology often
threatens traditional religious authority, the current findings suggest that high teacher competence
actually reconstructs and strengthens that authority in a digital format. This stands in contrast to
the findings of Muslih et al. (2026), whose ICT framework focused heavily on infrastructure and
behavioral intent without emphasizing the ethical "bridge-building" unique to the madrasah
context. The d = 0.98 effect size confirms that teacher competence is the most powerful moderating
variable, validating the theory that digital Adab (etiquette) is best transmitted through the active,
competent guidance of an educator rather than through the technology itself.
4.3. Addressing the Digital Divide in Islamic Education
The analysis reveals a significant disparity between madrasahs equipped with robust Smart ICT
ecosystems (d = 0.89) and those with limited infrastructure (d = 0.62). This gap illustrates a
pressing sociological challenge: the digital divide within the Islamic educational sector. While the
overall trend is positive, the lower effect size in resource-constrained settings suggests that the lack
of infrastructure acts as a barrier to full participation in the modern digital economy of knowledge.
From a sociological standpoint, this inequality risks creating a tiered system of education where
students in rural or underfunded madrasahs are marginalized from the benefits of high-speed
information access and collaborative digital platforms. This "participation gap" is not just a
technical issue but a social justice concern that impacts the long-term resilience and
competitiveness of madrasah graduates in the national and global labor markets.
Addressing this divide requires a multifaceted approach that moves beyond simple hardware
distribution to the creation of resilient digital communities. The findings imply that infrastructure
is a prerequisite for meaningful social communication in the digital age; without it, the potential
for digital edupreneurship and global commercialization remains out of reach for many. This
disparity calls for targeted policy interventions from stakeholders, such as the Ministry of
Religious Affairs, to ensure equitable access to high-quality ICT resources. Furthermore,
madrasahs in limited-resource areas must develop local strategies for digital resilience, such as
community-based networks or offline-first digital resources. By narrowing this gap, the Islamic
education system can ensure that the benefits of digital transformation are universally shared,
fostering a more inclusive sociological landscape where every santri, regardless of their
geographic location, has the opportunity to thrive in a digitalized world.
The disparity in effect sizes identified between madrasahs with robust Smart ICT (d = 0.89) and
those with limited infrastructure (d = 0.62) provides a quantitative confirmation of the "cybershock" risks previously cautioned by Ulfah and Bustomi. While prior research by Suadi suggested
that mobile tools like WhatsApp could partially bridge communication gaps in rural settings, this
meta-analysis reveals that such basic interventions are insufficient to achieve the "Large Effect"
observed in technologically advanced institutions. The data indicates that without comprehensive
Smart ICT ecosystems, the transformation of social interaction patterns remains moderate,
corroborating the concerns of Saini regarding unequal access to the "new social space" of modern
Islam. This gap underscores that infrastructure is not merely a physical asset but a sociological
determinant of digital participation.
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Furthermore, these findings offer a deeper insight into the "participation gap" mentioned in earlier
studies on Indonesian madrasah digitalization. Unlike the fragmented findings of Inganah et al.,
which focused on localized academic outcomes, the current results highlight a national trend where
geographic and financial constraints directly hinder the formation of a moderate "digital santri"
culture. This systemic inequality reflects the de-spiritualization risks in virtual interactions noted
by recent literature, as limited access often forces a focus on purely technical survival rather than
the cultivation of Wasathiyah values. By quantifying this divide, the research validates the urgent
call for a reconstruction of the Islamic education curriculum that accounts for disparate digital
readiness across the archipelago to ensure long-term community resilience.
4.4. Practical Implementation: The Smart Santri Academy Digital Ecosystem
The theoretical shifts in digital ecology and teacher competence are practically manifested in the
development of the Smart Santri Academy application. This platform serves as a tangible
example of a "Modern Madrasah" habitat that integrates neuro-pedagogical principles with Islamic
values. As illustrated in Figure 5, the application is designed to transform the mobile device into a
pedagogical partner, facilitating an interactive and secure social space for students to explore
religious moderation (Wasathiyah) and digital ethics (Adab).

Figure 6. The SMART Santri Academy Digital Ecosystem

The updated version of the application introduces several functional features designed to enhance
engagement and document student progress effectively:
a)

Ultra-HD Screenshot Capability: A dedicated "Ambil Gambar" (Camera Icon) button allows
teachers and students to capture high-resolution achievements or profile statuses. This feature
is specifically intended to facilitate the inclusion of student work into digital portfolios or
institutional reports, ensuring that virtual learning outcomes are well-documented.

b)

Modern and Interactive Dashboard: The interface has been upgraded with a dynamic 6-grid
module system, currently featuring active modules such as "Kisah Moderasi" (Moderation
Stories), "Adab Digital" (Digital Ethics), and "Kuis Pintar" (Smart Quiz). These modules are

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strategically designed to provide a broad yet focused educational experience that balances
theological knowledge with digital literacy.
c)

Child-Centric Design and Psychological Engagement: To foster a sense of ownership and
responsibility, the application utilizes a "psychological onboarding" strategy where students
must choose an avatar before accessing the main dashboard. This is complemented by a childfriendly interface using vibrant colors, interactive cards, and smooth animations to maximize
student engagement and resilience in the digital learning process.

The integration of these features ensures that the application is not merely a technical tool, but a
comprehensive digital environment that supports the formation of a moderate "digital santri"
culture. By providing a structured and value-centric space, Smart Santri Academy bridges the
gap between traditional Islamic character education and the demands of the 21st-century digital
era.
5. CONCLUSIONS AND RECOMMENDATIONS

5.1 Conclusions
Based on the results of the analysis and discussion, this study draws several key conclusions:
1. Digital learning exerts a significant positive impact, categorized as a high effect size, on
the effectiveness of social communication in madrasahs. This proves that technology is
capable of strengthening the quality of interaction within the Islamic education ecosystem.
Specifically for primary education (Madrasah Ibtidaiyah), a collaborative model involving
parental participation at home is essential.
2. The digital transformation in madrasahs does not erode traditional values; rather, it
reconstructs a new communicative ethics that integrates the principles of Islamic
moderation (Wasathiyah) with digital proficiency.
3. Teacher digital competence is the most decisive moderating factor for the success of
technology integration, where the role of religious teachers has transformed into facilitators
of social moderation in cyberspace.
4. Support from Smart ICT infrastructure is a critical prerequisite for reducing the digital
participation gap between madrasahs across various regions in Indonesia.
5. No publication bias was found in the literature on the sociology of Islamic education within
the Scopus database (2008–2026), indicating that these findings possess strong scientific
validity as a basis for policy-making.
5.2 Recommendations
The government and managers of Islamic educational institutions are advised to prioritize massive
digital literacy capacity-building programs for teachers, accompanied by the equitable distribution
of Smart ICT infrastructure to minimize quality disparities between madrasahs. Future curriculum
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policies must explicitly align Akhlak (moral values) with digital communication ethics to build
student resilience in the cyber era. For future research, it is suggested that scholars conduct metaanalysis studies with a broader database coverage (such as Web of Science or Garuda) and utilize
longitudinal qualitative approaches to deeply explore changes in religious authority patterns
among young Muslims as a long-term impact of educational digitalization.
Ethical & Author Statements
CRediT Author Statement:
Ning Mukaromah: Conceptualization, Methodology, Software, Formal analysis, Writing Original Draft, Project administration; Makhfud Syawaludin: Data curation, Investigation,
Resources; Abd. Aziz: Validation, Visualization, Writing - Review & Editing.; Imran Arshad:
Supervision, Funding acquisition, Writing - Review & Editing.
Data Availability Statement:
Supporting data that support the findings of this study are available from the corresponding author,
Ning Mukaromah (mukaromah@unupasuruan.ac.id), upon reasonable request.
AI Policy Statement:
The authors declare that Artificial Intelligence (AI) tools were used solely for enhancing linguistic
consistency and grammatical accuracy. The final research design, data analysis, and interpretative
conclusions are the original intellectual output of the human authors and were not generated by AI.
Conflict of Interest Statement:
The authors declare that they have no known competing financial interests or personal
relationships that could have appeared to influence the work reported in this paper.

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