“…However, studies have pointed to the important differences between the sources of data, including variations in data collection procedures and reporting [17,19,20]. Prior studies have also tested the validity of these secondary data sources by comparing them with field surveys or similar methods [16,17,21,22], with some studies suggesting that there may be differences between secondary and survey-based data of food establishments across neighborhood socioeconomic categorizations [6,16,23]. Still, little is known about the degree to which locations of food and alcohol establishments generated by secondary, commercial data sources such as InfoUSA and D&B may differ and how they may differ across various neighborhood racial and socioeconomic characteristics.…”