I was the treasurer of a flying club with two Piper Archers and a 182 for five years, and I love playing with numbers...
Our hourly rates (per tach hour) towards the end of that time (last year) were based on the following:
1) Fuel. We had a surcharge structure in place that allowed me to normalize the price of fuel to $3.25/gallon for the base rates. The Archers burned 10.0 gallons/tach hour, and the 182 burned 13.0 gallons per tach hour, both of those numbers staying amazingly consistent and within a few hundredths of a gallon per hour over time. So, $32.50/hour for the Archers, $42.25/hour for the 182. With the surcharge, Each time the price of fuel went up by $0.30 we'd bump the rates up $3/hr for the Archers and $4/hr (rounded from $3.90) for the 182. Either way, this is one of the easiest cost items to calculate.
2) Oil was fairly negligible. Add a buck an hour and you should have it covered, provided your engine isn't sucking it down (ie, you don't have a radial.
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3) Reserves. We used an upgrade reserve number of $5/hr, and an engine reserve based on the cost of the overhaul divided by the TBO of the engine. That comes to an engine reserve of about $8/hr for the Archers ($16K MOH and 2000 TBO) and $17/hr for the 182 ($26K MOH and 1500 TBO). However, after our latest overhaul experience, we'll likely add a pretty big cushion for R&R.
4) Maintenance. This is a HUGE wild card, and will vary widely from year to year. We had annuals ranging from $1500 to $8000, regular trips to the shop between $200 and $700, and the occasional surprise of anywhere from $3,000 to $15,000. My guidance on maintenance for these relatively simple (fixed-gear, etc) singles would be to plan on $10,000 per year or $50 per hour, whichever is greater, and be prepared for the occasional surprise.
Then, there's the fixed expenses:
1) Insurance. You can get an insurance quote from Avemco quite easily with a simple phone call. Be sure you're ready with ballpark numbers for your total time, time in type, and any of the following that are applicable: Complex/retract time, multi time (or any other category/class other than ASEL that may apply), etc. Prices will range from $1000 or less for a single owner with a simple, used (ie low hull value) fixed-gear single to $10,000 or so for a new Cirrus with multiple partners to upwards of $30,000/year for a light jet on a 135 certificate. (How do I know this? You'd be AMAZED how often various fuel/insurance/etc bills get sent to the wrong customers...)
2) Storage. I highly recommend a hangar! You may pay anywhere from $100/mo in a rural area for a spot in a community hangar or a cheap tee to $600/mo or more for a heated hangar with an electric door in a metro area.
3) Loan payment, or cost of the money you have sunk into an airplane that's not making interest - I'll leave this to you.
If you're living in an average place with an average simple airplane (like an Archer), expect your plane to cost $15,000 a year or so ($3600 hangar, $900-$1000 insurance, $10,000 min maintenance) even if you only fly it an hour. The more you fly, the less your hourly total costs will be.
If you fly a LOT (min 100-150 hours/year), it makes financial sense to own. If you fly less, say 50 hours/year, a multiple-owner scenario (partnership or club) makes a lot more sense. If you rarely fly (10 hours/year or less), stick with renting.