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All Journal Al-Ihtiram: Multidisciplinary Journal of Counseling and Social Research
Muhammad Firjatullah Nur Akbar
Universitas Pahlawan Tuanku Tambusai
Religion Humanities Astronomy Decision Sciences, Operations Research & Management Earth & Planetary Sciences Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice

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KLASIFIKASI MUTU TANDAN BUAH SEGAR KELAPA SAWIT MENGGUNAKAN CONVOLUTIONAL NEURAL NETWORK DENGAN EVALUASI MULTI-METRIK Muhammad Firjatullah Nur Akbar
Al-Ihtiram: Multidisciplinary Journal of Counseling and Social Research Vol. 5 No. 1 (2026)
Publisher : Perkumpulan Ahli Bimbingan dan Konseling Islam Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59027/1w381p50

Abstract

Most studies on oil palm fresh fruit bunch (FFB) grading report accuracy as the sole measure of success, which conceals weaknesses on minority classes and says nothing about field deployability. This study builds and evaluates convolutional neural network models for four-class FFB quality grading using a multi-metric framework. An experimental design was applied to 3,200 field images collected at a palm oil mill in Riau across three daylight conditions, labeled independently by three certified graders with a Fleiss kappa of 0.81, and split 70:15:15 in stratified fashion. A baseline CNN and four transfer learning architectures were compared on accuracy, macro precision, recall, F1, Cohen kappa, inference latency, and model size. EfficientNetB0 achieved the best statistical performance at 93.54 percent accuracy and 0.914 kappa, yet per-class analysis revealed the mengkal class lagging at 88.4 percent F1, and MobileNetV2 delivered the best performance-to-cost ratio at 41 milliseconds latency. Model ranking therefore changes with the chosen metric, so grading studies must report per-class metrics, kappa, and computational cost rather than aggregate accuracy alone. 
STRATEGI TRANSFORMASI DIGITAL PT HAKHARA AKADEMIA INDONESIA: ANALISIS KESENJANGAN KONDISI KINI DAN KONDISI SASARAN Muhammad Firjatullah Nur Akbar; Hayatul Khairul Rahmat
Al-Ihtiram: Multidisciplinary Journal of Counseling and Social Research Vol. 5 No. 1 (2026)
Publisher : Perkumpulan Ahli Bimbingan dan Konseling Islam Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59027/00dy2h62

Abstract

Most digital maturity models are built for large manufacturers and stop at assigning a score without producing actionable strategic output, which is precisely what resource-constrained service firms need. This study formulates a digital transformation strategy for PT Hakhara Akademia Indonesia through gap analysis between current and target states. A descriptive qualitative single case study assessed five dimensions across nineteen indicators on a five-level maturity scale, drawing on in-depth interviews with ten informants, document review, and three weeks of direct observation, triangulated to set each indicator value. Target state was agreed in a workshop and dimension weights derived from pairwise comparison with a consistency ratio of 0.051. Weighted maturity stood at 2.37 against a target of 3.80. Technology and infrastructure scored highest at 2.75 while data and analytics scored lowest at 1.80, so the binding constraint is governance rather than technology. Weighting reordered priorities, placing digital strategy and leadership first, and a three-stage roadmap with interim maturity targets is proposed. 
ANALISIS PENERAPAN CHAIN OF CUSTODY PADA INVESTIGASI FORENSIK DIGITAL: TINJAUAN STANDAR DAN PRAKTIK [ANALYSIS OF CHAIN OF CUSTODY IMPLEMENTATION IN DIGITAL FORENSIC INVESTIGATION: A REVIEW OF STANDARDS AND PRACTICE] Muhammad Firjatullah Nur Akbar
Al-Ihtiram: Multidisciplinary Journal of Counseling and Social Research Vol. 3 No. 2 (2024): November
Publisher : Perkumpulan Ahli Bimbingan dan Konseling Islam Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59027/3qxs6e92

Abstract

Indonesia regulates electronic evidence across several statutes without an integrated technical guideline comparable to international standards, so handling practice varies between agencies and may trigger disputes over evidentiary validity. This study analyzes chain of custody application in digital forensic investigation through a review of standards and practice. A qualitative document analysis examined NIST SP 800-86, ISO/IEC 27037, 27041, 27042, and 27043, Indonesian statutes on electronic evidence, and scholarly articles from 2015 to 2025, using a three-stage procedure of coverage mapping against a six-question handling framework, gap analysis against four contemporary technology conditions, and synthesis. The two principal standards proved complementary rather than competing, with NIST stronger on incident response integration and custodian documentation and ISO stronger on identification and first responder competence. Neither adequately covers cloud computing or multi-tenancy, and full-disk encryption forces a shift in emphasis from repeatability toward auditability. Seven guideline elements are proposed, four of them high priority and implementable without regulatory change.
DIGITALISASI DAN PRESERVASI DOKUMEN KELEMBAGAAN PT HAKHARA AKADEMIA INDONESIA BERBASIS WEB: PENDEKATAN HUMANIORA DIGITAL [WEB-BASED DIGITIZATION AND PRESERVATION OF INSTITUTIONAL DOCUMENTS AT PT HAKHARA AKADEMIA INDONESIA: A DIGITAL HUMANITIES APPROACH] Muhammad Firjatullah Nur Akbar
Al-Ihtiram: Multidisciplinary Journal of Counseling and Social Research Vol. 3 No. 2 (2024): November
Publisher : Perkumpulan Ahli Bimbingan dan Konseling Islam Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59027/k0vh3j29

Abstract

Institutional digitization projects in Indonesia typically stop at providing a file repository, without a standard metadata scheme or long-term preservation strategy, so the result is storage rather than an archive. This study designs and builds a web-based document digitization and preservation system for PT Hakhara Akademia Indonesia using a digital humanities approach. A descriptive qualitative design combined archival appraisal of the full holdings, in-depth interviews with six informants to capture undocumented context, system design mapping the OAIS reference model onto four functional components, and evaluation through timed retrieval across twelve scenarios plus a focus group with eight users. Of 1,013 files appraised, 16.88 percent were damaged, and 47 meeting minutes lacked agenda or attendance records making them uninterpretable without testimony. Dublin Core was extended with three local elements covering creation context, related documents, and narrative notes. Retrieval time fell 90.69 percent on average, yet users valued the narrative notes most, showing that findability and intelligibility require different treatment.
Co-Authors Hayatul Khairul Rahmat