My guesses, based on past tear downs and cheap Chinese products I've ordered, is that:
Since you bought cheap ones, rather than OEM devices (although I'm sure you have some, and will test them too), among the new (not OEM) ones:
10% will be DOA (or otherwise obviously too defective out of the box to use).
Of the remainder:
Only one or two will experience a near immediate failure of a sort that produces a >BANG< and/or smoke, which may turn out to be a QC issue;
Next is the hardest to predict, depending on the tests. Please be SURE to include an overnighter on a 2A (e.g. tablet-sized) load, to check for meltdowns;
90% will not meet their amperage specs. Half of those will come in around 50% of them;
80%-90% of them will have enough ripple/noise to raise an eyebrow, half of those would be best tossed into the garbage rather than risk using them.
Less than 10% will have AC in to DC out "proximity" issues, all of which may be due to poor QC, such as solder blobs.
Of the survivors, average efficiency may be a pleasant surprise, at 80% or higher.
Not necessarily a blast chamber, but a melt-chamber should be used for any overnight load testing.
Fwiw, I will be optimistic and say I believe if you buy $15-$25 adapters, most of these problems will go away.