The best replacement for spectroscopy is spectrometry.

The best alternatives to spectroscopy are rated as following:
★★★★★  spectrometry
★★★  spectrophotometry
★  mass spectrometry
★  microscopy
★  ir spectroscopy
★  nmr
★  ftir
★  infrared spectroscopy
★  absorption spectroscopy
  atomic absorption spectroscopy
  chromatography
  atomic emission
  hplc
  uv vis
  ir
  fluorescence
  atomic emission spectroscopy

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Google Trends

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spectroscopy
spectrometry
spectrophotometry