NOAA gets its temperature data from the Goddard Institute for Space Studies. They calculate the average temperature of the Earth using data from land-based thermometers and ocean buoy and ship measurements of water temperature. However, there is a major problem with how GISS measures temperature in a very large region — the Arctic.
The problem is that they don’t have any thermometers there. So they make it up. No, really!