INTERNATIONAL JOURNAL OF RESEARCH AND INNOVATION IN SOCIAL SCIENCE (IJRISS)
ISSN No. 2454-6186 | DOI: 10.47772/IJRISS | Volume IX Issue X October 2025
F. Statistical Treatment
The data collected from the study were analyzed using both quantitative and qualitative methods to
systematically address the research questions and meet the objectives of the study. Descriptive statistics,
including frequency, percentage, mean, and standard deviation, were utilized to summarize and analyze the
quantitative data obtained from the survey questionnaires. These measures provided insights into the current
energy conservation practices of households in Ilocos Norte. To complement the quantitative analysis, thematic
analysis was applied to the qualitative data gathered from focus group discussions (FGDs) and interviews. Using
Braun and Clarke’s six-phase framework, the researcher familiarized with the data, generated initial codes,
identified themes, reviewed and refined these themes, and produced a detailed analysis of how these practices
align with Sustainable Development Goals (SDG 7, SDG 12, and SDG 13), which focus on affordable and clean
energy, responsible consumption and production, and climate action, respectively.
To identify the challenges faced by households in implementing energy conservation measures, thematic analysis
was employed once again, following the same framework. This approach allowed for an in-depth exploration of
recurring themes and specific barriers, such as financial limitations, lack of awareness, and systemic issues that
hinder the adoption of energy conservation measures. Similarly, thematic analysis was used to explore
opportunities for improving energy conservation practices and enhancing alignment with SDG 7, SDG 12, and
SDG 13. Qualitative data from FGDs, interviews, and workshops were coded and analyzed to uncover potential
opportunities, including policy reforms, technological innovations, and community-based programs, which were
categorized into themes for further discussion.
To develop strategies for enhancing energy conservation practices and maximizing their alignment with SDGs,
a SWOT (Strengths, Weaknesses, Opportunities, and Threats) analysis was conducted. This method was used to
assess internal and external factors influencing energy conservation efforts. Qualitative data from FGDs,
interviews, and workshops were synthesized to identify actionable strategies, which were further validated and
prioritized based on their feasibility and potential impact, as reported by participants. Additionally, thematic
analysis was used to identify recurring patterns and refine the proposed strategies.
All quantitative data, including survey responses, were encoded into a spreadsheet and analyzed using statistical
software to ensure accuracy and reliability. Meanwhile, qualitative data, such as interview transcripts and FGD
notes, were manually coded and organized for thematic analysis. To ensure the validity and reliability of the
findings, triangulation was employed by crossreferencing data from multiple sources, including surveys,
interviews, and FGDs. By combining descriptive statistics, thematic analysis, and SWOT analysis, the study
ensured a comprehensive treatment of both quantitative and qualitative data, providing numerical insights and a
deeper contextual understanding of the energy conservation practices, challenges, opportunities, and strategies
in Ilocos Norte.
G. Ethical Consideration
The study adhered to strict ethical standards to ensure the protection of participants’ rights and the integrity of
the research process. Prior to data collection, the researcher sought approval from relevant authorities, including
the local government of Ilocos Norte and barangay officials, to conduct the study within the community.
Participants were provided with a clear explanation of the study’s purpose, objectives, and procedures through
a cover letter accompanying the survey questionnaire and during face-to-face engagements. Informed consent
was obtained from all participants, emphasizing the voluntary nature of their participation and their right to
withdraw at any point without any repercussions.
Confidentiality and anonymity were prioritized throughout the research process. Participants’ identities were not
disclosed, and all data were encoded and stored securely to prevent unauthorized access. Personal information
collected in the demographic section of the survey was used solely for research purposes and was not linked to
individual responses. For qualitative data, such as focus group discussions (FGDs) and interviews, participants
were assured that their responses would remain anonymous and that any identifying details would be excluded
from the final report.
The study also ensured that participants were not exposed to any risks or harm during their involvement. FGDs
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