I've lately (past three years) seen a lot of tantalum capacitor failure in the Williams Pre-DCS sound board. Good pictures in this thread:
https://pinside.com/pinball/forum/topic/trying-to-fix-wpc-a-12738-sound-board-t2
I love the second picture in this thread. It shows clearly a view from the top of the heat sink. A tantalum capacitor is the yellow looks-like-a-resistor, and just above it is a failed tantalum capacitor that has incinerated itself. Further pictures in this thread show replacement tantalum capacitors installed in this Pre-DCS board. Hint: Look for yellow.
Tantalum capacitors have better temperature stability than inexpensive Electrolytic capacitors, but they fail differently. Electrolytic capacitors fail (usually) by the electrolyte drying out, or chemical failure that forms gas that vents out of the top. They will fail usually by just not reading the full value of their component (a 1000uf capacitor reading 816uf or even open on a good capacitor meter), or they will increase in ESR which requires a good capacitor meter:
https://www.amazon.com/Peak-Electronic-Design-Ltd-166225/dp/B005NIBEYU/ref=asc_df_B005NIBEYU/
When they fail by increasing ESR, sometimes you can feel the heat difference with your finger. A hot electrolytic capacitor is a likely candidate for replacement.
Tantalum capacitors can also change in value, but they usually fail by creating a dead short! Which creates a fire that incinerates the part. I've seen both failures in Pre-DCS sound board capacitors, the change in value and the charred remains.
Tantalum capacitors don't have to be yellow painted, but the supplier Williams used makes them fairly easy to spot. Tantalum is frequently used for values of 1-22uf. The tiny yellow bead capacitors that are .1uf, .01uf. .001uf, etc. are probably ceramic, so not every yellow capacitor on these boards is tantalum.
The parts list for your board would probably specify which are tantalum capacitors, but I did a quick look online and didn't find it.
Here is a link to something interesting:
https://www.bestofpinball.com/catalog/index.php?main_page=product_info&cPath=22_271&products_id=5753&language=en