A couple of reasons I can think of include:
High voltage overhead cable is much cheaper than underground cable
Easier to reconductor (upgrade current carrying capacity)
Easier to find faults
Spark plug voltage is high tension voltage, needed to jump a spark between the plus and minus poles. Needed tension is about a minimum of 10.000 Volt between the poles.
Voltage on ground can mean an open ground. It can also mean (high) current on ground, due to a ground fault such as reversed neutral and ground.
Because the line conductors are uninsulated, and must be kept at a safe distance above ground level.
Well, the word "high" can have different meanings in various work-areas. To an electronics specialist, "high" voltage can be anything above 5-10 V. To a home-electricity-technician, "high" voltage is anything above 50 V. To an electricity-company-technician, "high" voltage is anything above 230 V. It is better to ask for a clarification each time you here the term "high voltage".
ground
High-voltage cables are usually placed high above the ground. Also, where the cables touch the posts, special insulators are used.
"series" ... high voltage
ABOVE
"series" ... high voltage
Its arbitrary AND situational ... but most commonly means any voltage above 600 volts.
You Just Get Two Very Strong Poles (or sticks) stick them into the ground and then tie a thick string across the two poles (or sticks) and then you have your homemade high jump set
The observation deck is 520 feet above the ground level.