Title : Research And Development Expenditure By Major Industry In The Private Sector, Annual
                                            
                                            
                                                Million Dollars
                                            
                                         
                                        
                                            
                                                Footnotes
 Data on research and development (R&D) in Singapore are collected through the National Survey of Research, Innovation and Enterprise (RIE), conducted on an annual basis by the Agency for Science, Technology and Research (A*STAR).  Industries are classified based on Singapore Standard Industrial Classification 2020.
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