Is service revenue a change in stockholder's equity

It would be an increae in the revenue accounts.

No, this is an income statement line item. When the period is closed, however, your net income/loss is rolled into retained earnings for the beginning of the next period. If essence, it becomes a part of your Owner's Equity but not until the period has closed.