{
  "annotation_id": "83b51c33-ab00-4430-b67f-47e81558eabe",
  "date_created": "2026-02-17T05:53:16.236000Z",
  "date_modified": "2026-02-17T05:53:16.236000Z",
  "file_hash": "be47acabc7d31fcabecfab68c0b2ea5acea704ed03de92db4f06adb6952c6bba",
  "private": false,
  "record": {
    "abstract": "This study assesses the impact of tobacco billboard bans on smoking in Switzerland, exploiting their staggered adoption across regions, i.e., the cantons. Based on retrospective smoking histories from the Swiss Health Survey, a panel of individuals\u0027 annual smoking status is reconstructed, containing more than one million observations from 1993 to 2017. Estimation relies on staggered difference-in-differences as well as a complementary latent factor model, which relaxes the common trends assumption. The findings indicate that tobacco billboard bans lead to a reduction in smoking rates. Reductions of up to 0.9 percentage points correspond to an approximate 3% decline in the smoking rate. The effect is driven by women and individuals aged 25-44 and 65+. Overall, this evidence suggests that even partial tobacco advertising bans, such as billboard bans, can effectively reduce smoking rates and serve as a valuable policy tool within comprehensive tobacco prevention strategies.",
    "arxiv_id": "2601.08352",
    "authors": [
      "Andreas Stoller"
    ],
    "categories": [
      "econ.GN",
      "q-fin.EC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "title": "Impact of Tobacco Advertising Restrictions in Switzerland: A Quasi-Experimental Study on the Effect of Billboard Bans on Smoking",
    "url": "https://arxiv.org/abs/2601.08352",
    "version": "v1"
  },
  "schema_id": "dorsal/arxiv",
  "source": {
    "execution_id": "507980bc-9170-489d-a362-d3feb7852fed",
    "id": "arXiv Dataset",
    "type": "Model",
    "variant": "snapshot-2026-01-17",
    "version": "0.1.0"
  },
  "user_id": 1000002
}