Techniques Used To Process Accelerometer Recordings
One suggestion (non-simple):  Obtain thousands of recordings from a broad spectrum of thousands of people engaged in your chosen activities to measure (with the activity externally logged, witnessed log book, video, etc.).  Feed all that data to several contemporary machine learning algorithms (DNN, etc.), and hope for a resulting inference method that meets your targets.