Strouse’s works include:
- Hosannas to the King: A Collection of Gospel Hymns Suited to Church, Sunday-School and Evangelistic Services (Philadelphia, Pennsylvania: Pepper Publishing Company, circa 1901)
- Gospel Hosannas, with W. E. Biederwolf et al. (Chicago, Illinois: The Glad Tidings Publishing Co., 1911)
- Bible of Our Fathers, The
- It’s Just Like His Great Love
- Someone’s Last Call
- Stand Firm