I learnt that the ethereum fork will bring about reduction in reward per block for miners from 3ETH to 2ETH thereby causing Ethereum to be scarce.
My question is will the scarcity bring about signifant increase in price?
The changes will be, but I think not as significant as you want. Let's look at the demand for a new fork of the ether, which will determine its price.