The decision to go ahead with stake sale of 10 per cent in IOC and 5 per cent in Bhel was taken by the Empowered Group of Ministers on disinvestment, headed by Finance Minister P Chidambaram.
No timeline for the stake sales, however, have been decided as yet, sources said.
The government will be selling 10 per cent stake in Indian Oil Corporation (IOC) to state run ONGC and OIL at a discount of 10 per cent, which would fetch about Rs 5,300 crore to the exchequer.
"The two companies (ONGC and OIL) will now work out the deal and the stake sale will happen very shortly. It should be happening in next few days. The government advises the board and the two boards will meet and decide. It will be an off-market deal," Oil Secretary Vivek Rae said.
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IOC shares closed at Rs 248.10, up 0.06 per cent on BSE.
"We expect to raise around Rs 5,300 crore from IOC stake sale," Disinvestment Secretary Ravi Mathur said.
"Bhel disinvestment will happen this fiscal through block deal to LIC," Mathur added.
At the current market price of Rs 167.20 apiece, the sale of 5 per cent stake, or 12.23 crore shares, in Bhel would fetch about Rs 2,045 crore to the exchequer.
The Department of Heavy Industries, which is the administrative ministry of the company, has for long opposed the proposed disinvestment in state-run Bhel, citing unfavourable market conditions.
However, market conditions led to a delay in the issue and the company in April 2012 withdrew the draft prospectus filed with market regulator Sebi.
The government has so far raised about Rs 5,093.87 crore through stake sales in PSUs. As per the revised estimates in the Budget, the disinvestment target was lowered to Rs 16,027 crore in this financial year from Rs 40,000 crore.