<![CDATA[Pemilihan lembaga kursus keterampilan dan bimbingan belajar non-formal yang sesuai dengan kebutuhan individu di Kota Pontianak sering kali terkendala oleh keterbatasan akses informasi terstruktur dan kompleksitas multi-kriteria. Sebagian besar sistem rekomendasi yang ada saat ini berfokus pada platform pembelajaran daring (online-course) dan tidak mempertimbangkan batas-batas spasial serta karakteristik fasilitas fisik secara objektif. Penelitian ini bertujuan membangun sistem rekomendasi lembaga kursus keterampilan dan bimbingan belajar non-formal berbasis web di Kota Pontianak dengan mengintegrasikan metode Pairwise Comparison (PWC) dan Case-Based Reasoning (CBR). PWC digunakan untuk pembobotan kriteria secara terstruktur berdasarkan preferensi pengguna, sedangkan CBR digunakan untuk menghitung tingkat kemiripan (similarity score) antara kasus baru dan basis pengetahuan. Hasil pengujian bobot kriteria menghasilkan nilai pembobotan yang konsisten dengan Consistency Ratio (CR) sebesar 0,0206 (<0,1). Adapun kriteria program/jnis Kursus (C1) memiliki bobot tertinggi (0,3608), biaya kursus (C2) berbobot 0,2284, fasilitas (C3) berbobot 0,1543 , lokasi/jarak (C4) berbobot 0,0807, kualitas pengajar (C5) berbobot 0,1241, dan jadwal kursus (C6) berbobot 0,0516. Pengujian sistem meliputi pengujian fungsional Black Box Testing dengan tingkat keberhasilan 100%, dan pengujian System Usability Scale (SUS) kepada 20 responden yang menghasilkan skor rata-rata 78,25 (kategori Good/ Grade B). Integrasi PWC dan CBR terbukti mampu memberikan rekomendasi lembagakursus fisik yang presisi dan fleksibel sesuai dengan kebutuhan calon peserta didik. The selection of non-formal skills courses and tutoring institutions that suit individual needs in Pontianak City is often hampered by limited access to structured information and the complexity of the criteria used. Most existing recommendation systems focus on online learning platforms and do not objectively consider spatial boundaries and physical facility characteristics. This study aims to build a web-based recommendation system for non-formal skills courses and tutoring in Pontianak City by integrating the Pairwise Comparison (PWC) method from the Analytic Hierarchy Process (AHP) and Case-Based Reasoning (CBR). PWC is used to weight the criteria in a structured manner based on user preferences, while CBR is used to calculate the similarity score between new cases and the knowledge base. The results of the criteria weighting test produce a consistent weighting value with a Consistency Ratio (CR) of 0.0206 (<0.1). The criteria for program/course type (C1) have the highest weight (0.3608), course fee (C2) has a weight of 0.2284, facilities (C3) have a weight of 0.1543, location/distance (C4) have a weight of 0.0807, instructor quality (C5) have a weight of 0.1241, and courses schedule (C6) have a weight of 0.0516. System testing includes functional black-box testing with a success rate of 100% and usability testing using the System Usability Scale (SUS) with 20 respondents, which resulted in an average score of 78.25 (Good/Grade B category). The integration of PWC and CBR has been shown to provide precise and flexible recommendations for physical course locations based on the needs of prospective students.]]>
