Ideally, learning should help students optimally develop through various activities that enable students to pay attention to their well-being. Some teachers in Indonesia have participated in various professional development programs based on developing a progressive educational philosophy emphasizing the importance of differentiated learning to create Indonesia’s graduate profile, namely the Pancasila Student Profile. Implementing differentiated learning in Indonesia to realize the outcome of the Pancasila Student Profile is a novelty. Therefore, many teachers are still bewildered about the best practice to realize it. This study aims to construct a conceptual model of differentiated instruction based on the experiences of junior high school teachers in Indonesia through phenomenological studies. The number of participants in this study was 12 people selected through the purposive sampling method. Data collection is enacted through in-depth individual interviews. This study indicates that the conceptual model of differentiated learning is learning that provides opportunities for students to walk on their tracks; it also provides learning that emphasizes students’ physical and mental welfare and safety in the learning process. Teachers who comprehend and understand the philosophy of progressive education would possibly realize the concept of differentiated learning, which places students as empowered learners.