This presentation expands the workflow that Kreman et al., (2018) proposed, developing type wells across the basin that capture the regional performance variability. The integrated machine learning approach produced results that were consistent with the analog approach, but less labor-intensive and leveraged digital technologies to optimize field development. Given the complexity of unconventional plays, it …