This study analyzed ostracod samples from the Indian Ocean to investigate changes in bottom water temperature across the Eocene-Oligocene boundary approximately 33.9 million years ago. Ostracod shells were examined microscopically and chemically cleaned. Magnesium-calcium ratios were then measured using mass spectrometry, which indicate bottom water temperature variations. Ratios increased by 1.5 degrees Celsius between 30-36 million years ago, corresponding to cooling linked to Antarctic glaciation. However, temperatures calculated are outside the range of common calibrations, warranting further investigation into accurate calibration methods for this temperature range.