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Research on Credit Regulation Mechanism of E-commerce Platform Based on Evolutionary Game Theory

  • Published: 22 April 2024

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system analysis research paper

  • Zeguo Qiu 1 ,
  • Yuchen Yin 2 ,
  • Yao Yuan 1 &
  • Yunhao Chen 1  

In the growing e-commerce industry, the problem of malicious business operations has become increasingly prominent, exposing many problems such as weak supervision of e-commerce platforms and no way for consumers to complain. In order to solve the problems of counterfeit and shoddy products on e-commerce platforms and promote the sustainable development of the e-commerce industry in China, this paper constructs a three-party evolutionary game model of e-commerce platforms, merchants, and consumers, investigates the influence of each influencing factor on each party’s strategy choice, and provides targeted suggestions to e-commerce platforms based on relevant factors. Finally, the impact of several important parameters on the equilibrium solution is discussed through sensitivity analysis. The results show that: 1) the smaller the cost difference between active and negative regulation, the more the e-commerce platform tends to active regulation strategy, but increasing fines for dishonest merchants and consumer complaints have little impact on the e-commerce platform; 2) increasing consumer compensation, creating an honest business environment, and reducing the cost of honest business all help companies tend to operate in good faith; 3) the only factor that affects the tendency of consumer complaint strategies is the cost of complaints. The loss suffered by silence and the compensation given to consumers have little effect on consumers’ tendency to complain strategy. The results can provide theoretical guidance for participants to make useful strategic decisions in the e-commerce market.

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The datasets generated during and/or analysed during the current study are available from the corresponding author on reasonable request.

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Acknowledgments

The authors are deeply grateful to the reviewers for their constructive comments, which greatly contributed to improving the quality of this paper. This research was supported in part by the Philosophy and Social Planning Project of Heilongjiang Province under Grant Nos. 20JYB031 and 23GLA011.

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School of Computer and Information Engineering, Harbin University of Commerce, Harbin, 150028, China

Zeguo Qiu, Yao Yuan & Yunhao Chen

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Zeguo Qiu is a professor of the School of Computer and Information Engineering at Harbin University of Commerce. He received his PhD degree in engineering management from Dongbei University of Finance and Economics. His research interests are in the areas of ecommerce, online public opinion, and information system management. His research papers have been published in journals including Discrete Dynamics in Nature and Society, Journal of Systems Science and Mathematical Sciences, International Journal of Computer Applications in Technology, etc.

Yuchen Yin holds master’s degree in management science and engineering from Harbin University of Commerce. Her research interests are in areas such as e-commerce, online public opinion and policy optimization.

Yao Yuan received a master’s degree in management science and engineering from Harbin University of Commerce. His research areas include rural e-commerce, trade economics, and corporate social responsibility.

Yunhao Chen holds master’s degree in management science and engineering from Harbin University of Commerce. His research interests are in areas such as big data analysis, e-commerce and online public opinion.

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Qiu, Z., Yin, Y., Yuan, Y. et al. Research on Credit Regulation Mechanism of E-commerce Platform Based on Evolutionary Game Theory. J. Syst. Sci. Syst. Eng. (2024). https://doi.org/10.1007/s11518-024-5603-2

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DOI : https://doi.org/10.1007/s11518-024-5603-2

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What the data says about crime in the U.S.

A growing share of Americans say reducing crime should be a top priority for the president and Congress to address this year. Around six-in-ten U.S. adults (58%) hold that view today, up from 47% at the beginning of Joe Biden’s presidency in 2021.

We conducted this analysis to learn more about U.S. crime patterns and how those patterns have changed over time.

The analysis relies on statistics published by the FBI, which we accessed through the Crime Data Explorer , and the Bureau of Justice Statistics (BJS), which we accessed through the  National Crime Victimization Survey data analysis tool .

To measure public attitudes about crime in the U.S., we relied on survey data from Pew Research Center and Gallup.

Additional details about each data source, including survey methodologies, are available by following the links in the text of this analysis.

A line chart showing that, since 2021, concerns about crime have grown among both Republicans and Democrats.

With the issue likely to come up in this year’s presidential election, here’s what we know about crime in the United States, based on the latest available data from the federal government and other sources.

How much crime is there in the U.S.?

It’s difficult to say for certain. The  two primary sources of government crime statistics  – the Federal Bureau of Investigation (FBI) and the Bureau of Justice Statistics (BJS) – paint an incomplete picture.

The FBI publishes  annual data  on crimes that have been reported to law enforcement, but not crimes that haven’t been reported. Historically, the FBI has also only published statistics about a handful of specific violent and property crimes, but not many other types of crime, such as drug crime. And while the FBI’s data is based on information from thousands of federal, state, county, city and other police departments, not all law enforcement agencies participate every year. In 2022, the most recent full year with available statistics, the FBI received data from 83% of participating agencies .

BJS, for its part, tracks crime by fielding a  large annual survey of Americans ages 12 and older and asking them whether they were the victim of certain types of crime in the past six months. One advantage of this approach is that it captures both reported and unreported crimes. But the BJS survey has limitations of its own. Like the FBI, it focuses mainly on a handful of violent and property crimes. And since the BJS data is based on after-the-fact interviews with crime victims, it cannot provide information about one especially high-profile type of offense: murder.

All those caveats aside, looking at the FBI and BJS statistics side-by-side  does  give researchers a good picture of U.S. violent and property crime rates and how they have changed over time. In addition, the FBI is transitioning to a new data collection system – known as the National Incident-Based Reporting System – that eventually will provide national information on a much larger set of crimes , as well as details such as the time and place they occur and the types of weapons involved, if applicable.

Which kinds of crime are most and least common?

A bar chart showing that theft is most common property crime, and assault is most common violent crime.

Property crime in the U.S. is much more common than violent crime. In 2022, the FBI reported a total of 1,954.4 property crimes per 100,000 people, compared with 380.7 violent crimes per 100,000 people.  

By far the most common form of property crime in 2022 was larceny/theft, followed by motor vehicle theft and burglary. Among violent crimes, aggravated assault was the most common offense, followed by robbery, rape, and murder/nonnegligent manslaughter.

BJS tracks a slightly different set of offenses from the FBI, but it finds the same overall patterns, with theft the most common form of property crime in 2022 and assault the most common form of violent crime.

How have crime rates in the U.S. changed over time?

Both the FBI and BJS data show dramatic declines in U.S. violent and property crime rates since the early 1990s, when crime spiked across much of the nation.

Using the FBI data, the violent crime rate fell 49% between 1993 and 2022, with large decreases in the rates of robbery (-74%), aggravated assault (-39%) and murder/nonnegligent manslaughter (-34%). It’s not possible to calculate the change in the rape rate during this period because the FBI  revised its definition of the offense in 2013 .

Line charts showing that U.S. violent and property crime rates have plunged since 1990s, regardless of data source.

The FBI data also shows a 59% reduction in the U.S. property crime rate between 1993 and 2022, with big declines in the rates of burglary (-75%), larceny/theft (-54%) and motor vehicle theft (-53%).

Using the BJS statistics, the declines in the violent and property crime rates are even steeper than those captured in the FBI data. Per BJS, the U.S. violent and property crime rates each fell 71% between 1993 and 2022.

While crime rates have fallen sharply over the long term, the decline hasn’t always been steady. There have been notable increases in certain kinds of crime in some years, including recently.

In 2020, for example, the U.S. murder rate saw its largest single-year increase on record – and by 2022, it remained considerably higher than before the coronavirus pandemic. Preliminary data for 2023, however, suggests that the murder rate fell substantially last year .

How do Americans perceive crime in their country?

Americans tend to believe crime is up, even when official data shows it is down.

In 23 of 27 Gallup surveys conducted since 1993 , at least 60% of U.S. adults have said there is more crime nationally than there was the year before, despite the downward trend in crime rates during most of that period.

A line chart showing that Americans tend to believe crime is up nationally, less so locally.

While perceptions of rising crime at the national level are common, fewer Americans believe crime is up in their own communities. In every Gallup crime survey since the 1990s, Americans have been much less likely to say crime is up in their area than to say the same about crime nationally.

Public attitudes about crime differ widely by Americans’ party affiliation, race and ethnicity, and other factors . For example, Republicans and Republican-leaning independents are much more likely than Democrats and Democratic leaners to say reducing crime should be a top priority for the president and Congress this year (68% vs. 47%), according to a recent Pew Research Center survey.

How does crime in the U.S. differ by demographic characteristics?

Some groups of Americans are more likely than others to be victims of crime. In the  2022 BJS survey , for example, younger people and those with lower incomes were far more likely to report being the victim of a violent crime than older and higher-income people.

There were no major differences in violent crime victimization rates between male and female respondents or between those who identified as White, Black or Hispanic. But the victimization rate among Asian Americans (a category that includes Native Hawaiians and other Pacific Islanders) was substantially lower than among other racial and ethnic groups.

The same BJS survey asks victims about the demographic characteristics of the offenders in the incidents they experienced.

In 2022, those who are male, younger people and those who are Black accounted for considerably larger shares of perceived offenders in violent incidents than their respective shares of the U.S. population. Men, for instance, accounted for 79% of perceived offenders in violent incidents, compared with 49% of the nation’s 12-and-older population that year. Black Americans accounted for 25% of perceived offenders in violent incidents, about twice their share of the 12-and-older population (12%).

As with all surveys, however, there are several potential sources of error, including the possibility that crime victims’ perceptions about offenders are incorrect.

How does crime in the U.S. differ geographically?

There are big geographic differences in violent and property crime rates.

For example, in 2022, there were more than 700 violent crimes per 100,000 residents in New Mexico and Alaska. That compares with fewer than 200 per 100,000 people in Rhode Island, Connecticut, New Hampshire and Maine, according to the FBI.

The FBI notes that various factors might influence an area’s crime rate, including its population density and economic conditions.

What percentage of crimes are reported to police? What percentage are solved?

Line charts showing that fewer than half of crimes in the U.S. are reported, and fewer than half of reported crimes are solved.

Most violent and property crimes in the U.S. are not reported to police, and most of the crimes that  are  reported are not solved.

In its annual survey, BJS asks crime victims whether they reported their crime to police. It found that in 2022, only 41.5% of violent crimes and 31.8% of household property crimes were reported to authorities. BJS notes that there are many reasons why crime might not be reported, including fear of reprisal or of “getting the offender in trouble,” a feeling that police “would not or could not do anything to help,” or a belief that the crime is “a personal issue or too trivial to report.”

Most of the crimes that are reported to police, meanwhile,  are not solved , at least based on an FBI measure known as the clearance rate . That’s the share of cases each year that are closed, or “cleared,” through the arrest, charging and referral of a suspect for prosecution, or due to “exceptional” circumstances such as the death of a suspect or a victim’s refusal to cooperate with a prosecution. In 2022, police nationwide cleared 36.7% of violent crimes that were reported to them and 12.1% of the property crimes that came to their attention.

Which crimes are most likely to be reported to police? Which are most likely to be solved?

Bar charts showing that most vehicle thefts are reported to police, but relatively few result in arrest.

Around eight-in-ten motor vehicle thefts (80.9%) were reported to police in 2022, making them by far the most commonly reported property crime tracked by BJS. Household burglaries and trespassing offenses were reported to police at much lower rates (44.9% and 41.2%, respectively), while personal theft/larceny and other types of theft were only reported around a quarter of the time.

Among violent crimes – excluding homicide, which BJS doesn’t track – robbery was the most likely to be reported to law enforcement in 2022 (64.0%). It was followed by aggravated assault (49.9%), simple assault (36.8%) and rape/sexual assault (21.4%).

The list of crimes  cleared  by police in 2022 looks different from the list of crimes reported. Law enforcement officers were generally much more likely to solve violent crimes than property crimes, according to the FBI.

The most frequently solved violent crime tends to be homicide. Police cleared around half of murders and nonnegligent manslaughters (52.3%) in 2022. The clearance rates were lower for aggravated assault (41.4%), rape (26.1%) and robbery (23.2%).

When it comes to property crime, law enforcement agencies cleared 13.0% of burglaries, 12.4% of larcenies/thefts and 9.3% of motor vehicle thefts in 2022.

Are police solving more or fewer crimes than they used to?

Nationwide clearance rates for both violent and property crime are at their lowest levels since at least 1993, the FBI data shows.

Police cleared a little over a third (36.7%) of the violent crimes that came to their attention in 2022, down from nearly half (48.1%) as recently as 2013. During the same period, there were decreases for each of the four types of violent crime the FBI tracks:

Line charts showing that police clearance rates for violent crimes have declined in recent years.

  • Police cleared 52.3% of reported murders and nonnegligent homicides in 2022, down from 64.1% in 2013.
  • They cleared 41.4% of aggravated assaults, down from 57.7%.
  • They cleared 26.1% of rapes, down from 40.6%.
  • They cleared 23.2% of robberies, down from 29.4%.

The pattern is less pronounced for property crime. Overall, law enforcement agencies cleared 12.1% of reported property crimes in 2022, down from 19.7% in 2013. The clearance rate for burglary didn’t change much, but it fell for larceny/theft (to 12.4% in 2022 from 22.4% in 2013) and motor vehicle theft (to 9.3% from 14.2%).

Note: This is an update of a post originally published on Nov. 20, 2020.

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8 facts about Black Lives Matter

#blacklivesmatter turns 10, support for the black lives matter movement has dropped considerably from its peak in 2020, fewer than 1% of federal criminal defendants were acquitted in 2022, before release of video showing tyre nichols’ beating, public views of police conduct had improved modestly, most popular.

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Best paper award on Spatial Analysis for Ruth Nelson

Ruth Nelson, a PhD researcher in the department of Multi-Actor Systems and the Centre for Urban Science and Policy (CUSP), was awarded the Best Paper on Spatial Analysis at the annual Geographical Information Systems Research Conference United Kingdom (GISRUK) on the 12th of April 2024. The paper focuses on integrating ethical principles into urban planning with an emphasis on neighbourhood accessibility. An extended abstract can be accessed here . The award was granted to Ruth due to the innovative application of ethical theories to spatial analytics, co-authored by Martijn Warnier and Trivik Verma.

About the paper

Research in accessibility has advanced our understanding of social and spatial inequalities in the distribution of urban resources globally. As a result, there's a growing focus on integrating justice into urban planning. However, there's a lack of clear measures in planning for spatial justice linked to specific ethical principles at a neighbourhood level. In this study, we propose a reproducible framework to evaluate neighbourhood accessibility based on three different ethical principles of fairness. We use urban network models, created from open-source transportation, land use, and street network data to evaluate neighbourhood access to opportunities (places of employment) in cities based in the Netherlands, Mexico, and South Africa. Our results highlight the scale, value, and context dependent nature of spatial justice. Overall, this framework and associated metrics provide a tool for ethically informed urban planning and facilitates comparisons across different urban settings to identify universal or context specific factors influencing spatial justice.

system analysis research paper

Ruth Nelson

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