I write the date on all my bulbs. Failed bulbs are never replaced with the same brand. The theory goes that short life bulbs will be circulated out of service and long life bulbs will remain.
Note to manufactures, to get on my bad boy list, have high premature deaths. To get on my recommended list, be the last man standing in my testing.
Failures fall in two modes. Lumen maintenance and failure. Most LED's dim over their lifetime. I bought a 3 pack of lower wattage "candelaubra lamps and used them in bathrooms as nightlights. I noticed they were quite dim after about 7 months. Used the 3rd bulb as a comparison as I used only two at the time. I photographed the result with a digital camera on manual settings so all exposures were taken with the same setting and posted the result online. You don't want your short life bulbs mentioned by name in a poor review.
My general observations are older bulbs had higher failure rates than the current line as the technology improved. LED's are an absolute must in locations with occasional use such as bathrooms, but often leave much to be desired where they are on 24/7 or 8-12 hours a day. A CFL in a seldom switched location will often have better lumen maintenance than an LED.
Note on the package on LED's, they are most often rated for only 3 Hours a day. For now use them in hallways, the garrage,storage areas, and bathrooms, I am having some great performance on some newer bulbs in the living room, but it is too early to call, but it is looking promising.