基于琴岛通数据的岛城公共交通出行画像

依托琴岛通卡的海量消费数据，通过整合超千万张琴岛通卡的实时交易数据，精准拆解城市居民公交出行全链条，将出行时段、换乘节点与路线偏好等要素纳入分析维度，构建起覆盖通勤、购物、休闲等场景的多维度出行画像，实现对岛城居民多元出行模式的精准刻画。​ 基于这一深度洞察，琴岛通在场景化营销领域持续创新。针对每日通过琴岛通卡固定搭乘热门通勤线路的上班族，系统自动触发沿线商圈的个性化优惠推送，当途经万象城、凯德 MALL 等商业综合体时，用户即刻收到定制折扣券；而高频使用琴岛通进行短途接驳的市民，则成为海滨文化体验包、便民服务活动、美食街区代金券等的精准触达对象。这种 “出行数据 - 需求分析 - 精准营销” 的闭环模式，让琴岛通不仅是一张交通卡，更成为串联岛城生活消费的智慧纽带。Leveraging the massive consumption data of Qingdao Tong Cards, this dataset integrates real-time transaction data of over 10 million Qingdao Tong Cards to accurately dissect the entire chain of urban residents' bus travel. By incorporating factors such as travel time, transfer nodes and route preferences into the analysis dimensions, it constructs multi-dimensional travel profiles covering scenarios like commuting, shopping and leisure, achieving accurate characterization of the diverse travel patterns of Qingdao residents. Building on this in-depth insight, Qingdao Tong has continued to innovate in the field of scenario-based marketing. For office workers who regularly take popular commuting routes via Qingdao Tong Cards every day, the system automatically triggers personalized preferential push offers for business districts along their routes: when users pass by commercial complexes such as MixC and CapitaMALL, they will immediately receive custom discount coupons. For frequent users of Qingdao Tong for short-distance feeder trips, they are the precise target recipients of coastal cultural experience packages, convenience service activities, food street vouchers and other offerings. This closed-loop model of "travel data - demand analysis - precision marketing" turns Qingdao Tong from just a transport card into a smart link connecting the daily life and consumption of Qingdao residents.

搜集汇总

背景与挑战

背景概述

该数据集整合了千万级琴岛通卡交易数据，分析城市居民公交出行的时段、路线和场景特征，形成多维度出行画像。基于这些洞察，琴岛通实现了沿线商圈的个性化营销，如通勤族优惠推送和短途接驳市民的精准服务推荐。