嘉兴经开区停车场运营分析数据
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基于嘉兴经开城市停车系统数据,对管辖区域内多个停车场的运营情况(订单数、付费订单数、使用效率)进行分析,识别不同运营情况和使用效率的停车场,为管理团队后续的资源投入及运营决策提供相应数据支持。针对运营情况和使用效率良好的停车场,可进一步分析用户人群,以实行灵活的运营管理策略,优化居民停车体验;针对运营情况和使用效率不佳的停车场,推动管理团队分析原因和做下一步改进,从而促进城市停车资源高效利用。1.数据采集和处理:数据来源于嘉兴经开城市停车系统,包含停车场基础信息、车辆入离场时间、停车订单金额等,去除无效数据。 2.算法加工:①平均停车次数=停车场当日停车总次数/总车位数;平均停车时长=停车场当日总停车时长/总车位数;②订单平均金额=停车场当日停车订单总金额/当日订单总数;0元订单占比=停车场当日0元订单数/当日订单总数;③根据计算所得数据,若停车场当日每车位平均停车时长大于所有停车场当日每车位平均停车时长,则标记“Y”,若否,则标记“N”;若停车场当日每车位平均停车次数大于所有停车场每车位当日平均停车次数,则标记“Y”,若否,则标记“N”;若停车场当日订单数大于所有停车场当日平均订单数,则标记“Y”,若否,则标记“N”;若停车场当日订单金额大于所有停车场当日平均金额,则标记“Y”,若否,则标记“N”;若停车场当日非0元订单数大于所有停车场当日非0平均订单数,则标记“Y”,若否,则标记“N”。⑤每车位停车时长大于平均值、每车位停车次数大于平均值均为Y的对应停车场,识别为使用效率良好的停车场;订单数大于平均值、非0订单数大于平均值均为Y的对应停车场,识别为营收情况良好的停车场。
Based on the data from the Jiaxing Economic Development Zone Urban Parking System, this study analyzes the operational conditions (including order volume, paid order volume, and usage efficiency) of multiple parking lots within the jurisdiction, identifies parking lots with distinct operational statuses and usage efficiencies, and provides targeted data support for the management team's subsequent resource allocation and operational decision-making. For parking lots with favorable operational conditions and usage efficiency, further analysis of user demographics can be conducted to develop flexible operational management strategies and enhance residents' parking experience; for parking lots with poor operational conditions and usage efficiency, the management team will be prompted to analyze the root causes and implement follow-up improvement measures, so as to promote the efficient utilization of urban parking resources. 1. Data Collection and Processing: The data is sourced from the Jiaxing Economic Development Zone Urban Parking System, covering basic parking lot information, vehicle entry and exit timestamps, parking order revenues, etc., with invalid data excluded. 2. Algorithm Processing: ① Average parking times = Total daily parking occurrences of the parking lot / Total parking spaces; Average parking duration = Total daily parking duration of the parking lot / Total parking spaces; ② Average order amount = Total daily parking order revenue of the parking lot / Total daily orders; Proportion of zero-yuan orders = Number of zero-yuan orders on the day / Total daily orders; ③ Based on the calculated metrics, if the average parking duration per parking space of the parking lot on the day exceeds the average per-space parking duration of all parking lots on the same day, mark it as "Y"; otherwise, mark it as "N". If the average parking times per parking space of the parking lot on the day exceeds the average per-space parking times of all parking lots on the same day, mark it as "Y"; otherwise, mark it as "N". If the daily order volume of the parking lot exceeds the average daily order volume of all parking lots, mark it as "Y"; otherwise, mark it as "N". If the daily order revenue of the parking lot exceeds the average daily order revenue of all parking lots, mark it as "Y"; otherwise, mark it as "N". If the number of non-zero-yuan orders on the day of the parking lot exceeds the average daily non-zero-yuan order volume of all parking lots, mark it as "Y"; otherwise, mark it as "N". ⑤ Parking lots where both the per-space parking duration and per-space parking times are above the average (both marked "Y") are identified as parking lots with good usage efficiency; parking lots where both the daily order volume and non-zero-yuan order volume are above the average (both marked "Y") are identified as parking lots with good revenue performance.




