一、分析方法与过程

本案例的目标是客户价值识别,即通过航空公司客户数据识别不同价值的客户。识别客户价值应用最广泛的模型是通过 3 个指标,即最近消费时间间隔(Recency)、消费频率(Frequency)和消费金额(Monetary)来进行客户细分,识别出高价值的客户,简称 RFM 模型。[br][br] 在 RFM 模型中,消费金额表示在一段时间内,客户购买该企业产品金额的总和。由于航空票价受到运输距离、舱位等级等多种因素影响,同样消费金额的不同旅客对航空公司的价值是不同的。例如,一位购买长航线、低等级舱位票的旅客与一位购买短航线、高等级舱位票的旅客相比,后者对航空公司而言价值可能更高。因此,这个指标并不适用于航空公司的客户价值分析。我们选择客户在一定时间内累积的飞行里程 M 和客户在一定时间内乘坐舱位所对应的折扣系数的平均值 C 两个指标代替消费金额。此外,考虑航空公司会员入会时间的长短在一定程度上能够影响客户价值,所以在模型中增加客户关系长度 L,作为区分客户的另一指标。[br][br] 本案例将客户关系长度 L、消费时间间隔 R、消费频率 F、飞行里程 M 和折扣系数的平均值 C 五个指标作为航空公司识别客户价值指标(见表 5-1-2),记为 LRFMC 模型。[br][br] 表 5-1-2 LRFMC 指标含义[br][img]data:image/png;base64,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[/img][br] [br] 针对航空公司的 LRFMC 模型,如果采用传统的 RFM 模型分析属性分箱方法,[color=#0000ff]如图 5-1-1[/color]所示(它是依据属性的平均值进行划分,其中大于平均值的表示为 f,小于平均值的表示为 1),虽然也能够识别出最有价值的客户,但是细分的客户群太多,提高了针对性营销的成本。因此,本案例采用聚类的方法识别客户价值。[br][br][br][br][br][br][br][br][br][br][br][br][br] 图 5-1-1 RFM 模型分析[br][br][br]
通过对航空公司客户价值的 LRFMC 模型的五个指标进行 K-Means 聚类,识别出最有价值客户。本案例航空客户价值分析的总体流程[color=#0000ff]如图 5-1-2 [/color]所示。[br][br][br][br][br][br][br][br][br][br] 图 5-1-2 航空客运数据挖掘建模总体流程
航空客运信息挖掘主要包括以下步骤。[br][br] (1)从航空公司的数据源中进行选择性抽取与新增数据抽取分别形成历史数据和增量数据。[br][br] (2)对步骤(1)中形成的两个数据集进行数据探索分析与预处理,包括数据缺失值与异常值的探索分析,数据的属性规约、清洗和变换。[br][br] (3)利用步骤(2)中形成的已完成数据预处理的建模数据,基于旅客价值 LRFMC 模型进行客户分群,对各个客户群进行特征分析,识别出有价值的客户。[br][br] (4)针对模型结果得到不同价值的客户,采用不同的营销手段,提供定制化的服务。
[br][b] (一)数据抽取[/b][br][br] 以 2022-03-31 为结束时间,选取宽度为两年的时间段作为分析观测窗口,抽取观测窗口内有乘机记录的所有客户的详细数据形成历史数据。对于后续新增的客户详细信息,以后续新增数据中最新的时间点作为结束时间,采用上述同样的方法进行抽取,形成增量数据。[br][br] 从航空公司系统内的客户基本信息、乘机信息以及积分信息等详细数据中,根据末次飞行日期(LAST_FLIGHT_DATE),抽取 2020-04-01 至 2022-03-31 内所有乘客的详细数据,总共有 62 988 条记录。其中包含了会员卡号、入会时间、性别、年龄、会员卡级别、工作地城市、工作地所在省份、工作地所在国家、观测窗口结束时间、观测窗口乘机积分、飞行里程、飞行次数、飞行时间、乘机时间间隔和平均折扣率等 44 个属性。
[br][b] (二)数据探索分析[br][/b][br] 本案例的探索分析是对数据进行缺失值分析与异常值分析,分析出数据的规律以及异常值。通过对数据观察发现,原始数据中存在票价为空值、票价最小值为 0、折扣率最小值为 0、总飞行里程大于 0 的记录。票价为空值的数据可能是客户不存在乘机记录造成,其他数据可能是客户乘坐 0 折机票或者积分兑换产生的。
[br][b] (三)数据预处理[/b][br][br] 本案例主要采用数据清洗、属性规约与数据变换的预处理方法。[br][br] 1. 数据清洗[br][br] 通过数据探索分析,发现数据中存在缺失值,如票价最小值为 0、折扣率最小值为 0、总飞行里程大于 0 的记录。由于原始数据量大,这类数据所占比例较小,对问题影响不大,因此对其进行丢弃处理。具体处理方法如下:[br][br] (1)丢弃票价为空的记录。[br][br] (2)丢弃票价为 0、平均折扣率为 0、总飞行里程大于 0 的记录。[br][br] (3)使用 Pandas 对满足清洗条件的数据进行丢弃。[br][br] [br] 2. 属性规约[br][br] 原始数据中属性太多,根据航空公司客户价值 LRFMC 模型,选择与 LRFMC 指标相关的 6 个属性:FFP_DATE、LOAD_TIME、FLIGHT_COUNT、AVG_DISCOUNT、SEG_K.M SUM、LAST_T0_END。删除与其不相关、弱相关或冗余的属性,如会员卡号、性别、工作地城市、工作地所在省份、工作地所在国家和年龄等属性。经过属性选择后的数据集见表 5-1-3。[br]SEG_K.MSUMLAST_T0_END。删除与其不相关、弱相关或冗余的属性,如会员卡号、性别、工作地城市、工作地所在省份、工作地所在国家和年龄等属性。经过属性选择后的数据集见表 5-1-3。[br][br] 表 5-1-3 属性选择后的数据集[br][img]data:image/png;base64,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[/img][br][img]data:image/png;base64,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[/img][br]
[br] 3. 数据变换[br][br] 数据变换是将数据转换成“适当的”格式,以适应挖掘任务及算法的需要。本案例主要采用的数据变换方式为属性构造和数据标准化。[br][br] 由于原始数据中并没有直接给出 LRFMC 五个指标,需要通过原始数据提取这五个指标,具体的计算方式如下。[br][br] (1)L = LOAD_TIME- FFP_DATE [br][br] 会员入会时间距观测窗口结束的月数=观测窗口的结束时间-入会时间(单位:月)[br][br] (2)R = LAST_TO_END [br][br] 客户最近一次乘坐公司飞机距观测窗口结束的月数=最后一次乘机时间至观察窗口末端时长(单位:月)[br][br] (3)F = FLIGHT_COUNT [br][br] 客户在观测窗口内乘坐公司飞机的次数=观测窗口的飞行次数(单位:次)[br][br] (4)M = SEG_KM_SUM [br][br]客户在观测时间内在公司累计的飞行里程=观测窗口的总飞行里程(单位:千米)[br][br] (5)C = AVG_DISCOUNT [br][br] 客户在观测时间内乘坐舱位所对应的折扣系数的平均值=平均折扣率(单位:无)5 个指标的数据提取后,对每个指标数据分布情况进行分析,其数据的取值范围见表5-1-4。从表中可以发现,5 个指标的取值范围数据差异较大,为了消除数量级数据带来的影响,需要对数据进行标准化处理。[br][br] 表 5-1-4 LRFMC 指标取值范围[br][img]data:image/png;base64,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[/img][br][br] 标准差标准化处理后,形成 ZL、ZR、ZF、ZM、ZC 5 个属性的数据,如表 5-1-5 所示。[br][br] 表 5-1-5 标准化处理后的数据集[br][img]data:image/png;base64,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[/img][br]

Information: 一、分析方法与过程