Authorities suspect the police chief was murdered by gunmen working for drug traffickers or other organized crime elements .
The police chief 's prior experience included working as an investigator for the federal AG 's office .
Authorities suspect the police chief , whose prior experience included working as an investigator for the federal AG 's office , was murdered by gunmen working for drug traffickers or other organized crime elements .