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We have theoretically investigated the product of elastic modulus and linear coefficient of thermal expansion for 20 thermoelectrics. The product is inversely proportional to equilibrium volume, which is consistent with the Debye-Grüneisen model. Oxides exhibit larger products, while the products of Te-containing thermoelectrics are considerably smaller. This is likely due to strong bonding in these oxides, which makes them prone to thermal stress, thermal shock, and thermal fatigue. As this product is rarely available in literature and the equilibrium volume is easily measurable, this work provides a quick estimation for the thermomechanical response of thermoelectric phases.