Q.What Fertilizer Will Help My Forsythia Shrubs Flower More?
The inner and lower stems of the shrubs do not flower.

Certified GKH Gardening Expert
It may need some pruning to let more light in. Also, a well balanced fertilizer like 10-10-10 should be sufficient once every two months. Do not fertilize in fall and winter. They also need regular watering to perform well. Here are some articles that should help:
https://www.gardeningknowhow.com/ornamental/shrubs/forsythia/forsythia-shrub-care.htm
https://www.gardeningknowhow.com/ornamental/shrubs/forsythia/forsythia-pruning.htm
https://www.gardeningknowhow.com/ornamental/shrubs/forsythia/forsythia-not-blooming.htm