First-time tax filers in the trucking industry should keep accurate records of all income and expenses, understand deductible costs like fuel and maintenance, and track mileage meticulously. Consider hiring a knowledgeable truck driver tax accountant for guidance. Familiarize yourself with tax forms, deadlines, and estimated tax payments to avoid penalties. Finally, stay organized and proactive to simplify the filing process.