I think this may be observer error:
I turned the battery percentage off on the phone. I found that I personally was obsessing over it. The more your screen is on, the more energy your phone will use.
I suggest a Mophie-type of case if you're really struggling with it, or if you're within your warranty, bring it to Apple Store and they can run a diagnostic on the battery and replace if needed.
Keep in mind the following:
If you're on a cell provider that doesn't have great signal (I have Sprint, I have around 2 bars at my house but around 4-5 on my commute and at work when I actually "need/use" my cell phone) that your phone will use more energy to maintain the connection to the cell tower.
Further, if you're using Cellular Data I suggest you try to disable it for a few days if you can.
I personally have disabled Cellular Data on my phone and the only thing it really impacts is my voicemail. So when I see I have a missed call I either call my voicemail box and put in my password or I re-enable Cellular Data for a few minutes and the visual voicemail works again. Your iMessage will work over Wifi but your text messages will go through as Texts, not iMessage, if your data is turned off and you're not near a Wifi hotspot.
My battery life has increased by roughly a third. The only time I'd need Cellular Data anyway is when I'm driving, and I shouldn't be playing FarmVille on my way home anyway. If I truly needed the Data, I'll turn it back on. I've found I really don't need it.