The sports betting industry has submitted a report to the government challenging studies that link betting to increased debt and default rates among households in Brazil.
The document was commissioned by the National Association of Games and Lotteries (ANJL) and pointed out flaws in the study produced by Brazil’s National Trade Confederation (CNC), which attributed a deterioration in household finances to betting.
According to the Radar Econômico column, published by the Brazilian magazine Veja, the document’s central criticism is consistent.
The CNC presents a comparison between periods before and after January 2023 as a “differences-in-differences” analysis, but without a control group. In practice, the model does not offer a counterfactual scenario capable of showing what would have happened to debt levels if betting had not moved forward in Brazil.
A mere coincidence in timing does not prove the bookmakers’ fault
This means that other changes occurring during the same period – such as interest rates, inflation, credit, employment and income transfer policies – may have been captured by the variable assigned to betting. With only 59 aggregated monthly observations, the study allows for pointing out a temporal coincidence but cannot prove that betting was the cause of the change.
The report, which will be presented to the government, is correct in dismantling this claim of causality. However, the conclusion has a significant limitation – showing that the CNC failed to prove the effect of betting is not the same as demonstrating that such an effect does not exist. The document commissioned by the ANJL does not recalculate the estimates, present an alternative dataset, or construct a study capable of independently measuring the platforms’ impact on household budgets.
A review conducted by Radar Econômico also found inconsistencies regarding coefficients, standard errors and statistical significance markers in the CNC tables. In one instance, for example, a coefficient of -0.305 appears alongside a standard error of 0.348 yet is marked with three stars – an indication usually reserved for results significant at the 1% level. The published figures do not support this classification.
This inconsistency reinforces doubts about the original study but also exposes a weakness in the ANJL report. Some of these markers were reproduced without being recalculated. The document itself notes that it did not conduct an audit of the CNC dataset. Furthermore, it presents no code, econometric replication or statistical appendix.
Publicity
The report also moves toward regulatory conclusions that do not stem directly from the methodological critique.
Among these are the defence of advertising as a tool to steer bettors toward authorised platforms and the argument that stricter restrictions would benefit the illegal market. These are relevant points in the debate, yet they are supported only by studies and estimates linked to the industry itself.
The dispute, therefore, is far from resolved. The industry has identified a genuine and significant flaw in the main study cited by its critics, but it is attempting to draw a broader conclusion from that flaw than the data warrants. The report undermines the claim that the CNC has proven the impact of betting on indebtedness. However, it does not absolve betting activities of causing such an impact.
体育博彩行业已向政府提交一份报告,对将博彩与巴西家庭债务及违约率上升相关联的研究提出质疑。
该文件由全国游戏与彩票协会(ANJL)委托撰写,指出了巴西全国贸易联合会(CNC)所开展研究中存在的缺陷,该研究将家庭财务状况的恶化归因于博彩。
据巴西《Veja》杂志“经济雷达”专栏报道,该文件的核心批评是一致的。
CNC将2023年1月前后的时期进行对比,作为“双重差分”分析,但缺乏对照组。实际上,该模型并未提供一个反事实情景,以展示如果博彩未在巴西推进,债务水平将会如何变化。
时间上的巧合并不能证明博彩公司的过错
这意味着同一时期发生的其他变化——如利率、通胀、信贷、就业和收入转移政策——可能被归因于博彩的变量所捕捉。该研究仅有59个月度汇总观测值,只能指出时间上的巧合,但无法证明博彩是变化的原因。
该报告将提交给政府,其在拆解这一因果主张方面是正确的。然而,其结论存在重大局限——证明CNC未能证实博彩的影响,并不等同于证明这种影响不存在。ANJL委托的这份文件并未重新计算估计值、提供替代数据集,或构建一项能够独立衡量平台对家庭预算影响的研究。
“经济雷达”开展的审查还发现,CNC表格中的系数、标准误和统计显著性标记存在不一致之处。例如,在一处,系数-0.305与标准误0.348并列出现,却被标记了三颗星——这一标记通常保留给在1%水平上显著的结果。已公布的数据并不支持这一分类。
这种不一致加强了对原始研究的质疑,但也暴露了ANJL报告的弱点。其中一些标记未经重新计算便被照搬。文件本身也指出,它并未对CNC数据集进行审计。此外,它没有提供代码、计量经济学复制或统计附录。
宣传
该报告还倾向于得出并非直接源于方法论批评的监管结论。
其中包括为广告辩护,称其是引导投注者转向授权平台的工具,以及认为更严格的限制将有利于非法市场的论点。这些在辩论中都是相关要点,但仅由与行业自身相关的研究和估计所支持。
因此,这场争议远未解决。行业已在其批评者所引用的主要研究中发现了一个真实且重大的缺陷,但试图从该缺陷中得出比数据所能支持的更广泛的结论。该报告削弱了CNC已证明博彩对负债产生影响的主张。然而,它并不能免除博彩活动造成这种影响的责任。