可疑行为排查模型,,,,,,,,, 序号,模型名称,描述,业务口径,代码,,,,, 1,大额交易,"关注账户(包括本人、亲属、注册主体等账户),房、车采购等大额消费,异常纳税支出等。 除工资收入外的大额流入,大额的额度可在排查参数输入页面进行设置 修改默认限额,且年流水交易额超过默认限额。 大额存现或短时间多次存现 大额转账或频繁转账,大额的定义数字可在排查参数输入页面进行设置","1.备注或对交易对手是房产公司、二手房、车辆销售公司、物业公司等。 2.有税务支出记录 3.同一交易对手(除家庭成员外、本单位代发工资)单笔超过 设置限额或累计交易金额超过 设置限额的资金流入; 4.年流水交易额超过  设置限额; 5.大额存现或短时间多次存现,单笔超过 设置限额; 6.大额转账或频繁转账,单笔超过 设置限额。","---员工及其亲属购买车房支出金额 select id_card ,sum(amount_dr) as amount_dr from ( select t1.id_card ,amount_dr from ccdi_base_staff t1 inner join ccdi_bank_statement t2 on t1.id_card = t2.cret_no where project_id = PROJECT_ID and (user_memo rlike '(购|买).*房|(购|买).*车|车款|房款|首付|(房|车).*贷' or customer_account_name rlike '汽车销售|汽车金融|4S店|汽贸|车行|房地产|置业|置地|地产|房产|不动产|链家|贝壳|我爱我家|房管局') and amount_dr > 0 union all select t1.person_id ,amount_dr from ccdi_staff_fmy_relation t1 inner join ccdi_bank_statement t2 on t1.relation_cert_no = t2.cret_no where t1.status = 1 and t2.project_id = PROJECT_ID and (user_memo rlike '(购|买).*房|(购|买).*车|车款|房款|首付|(房|车).*贷' or customer_account_name rlike '汽车销售|汽车金融|4S店|汽贸|车行|房地产|置业|置地|地产|房产|不动产|链家|贝壳|我爱我家|房管局') and amount_dr > 0 ) group by id_card; ----员工及其亲属税务支出金额 select id_card ,sum(amount_dr) as amount_dr from ( select t1.id_card ,amount_dr from ccdi_base_staff t1 inner join ccdi_bank_statement t2 on t1.id_card = t2.cret_no where project_id = PROJECT_ID and (user_memo rlike '税务|缴税|税款' or customer_account_name rlike '税务|税务局|国库|国家金库|财政') and amount_dr > 0 union all select t1.person_id ,amount_dr from ccdi_staff_fmy_relation t1 inner join ccdi_bank_statement t2 on t1.relation_cert_no = t2.cret_no where t1.status = 1 and t2.project_id = PROJECT_ID and (user_memo rlike '税务|缴税|税款' or customer_account_name rlike '税务|税务局|国库|国家金库|财政') and amount_dr > 0 ) group by id_card; --员工与同一交易对手(非亲属)的最大一笔收入交易金额 select id_card ,max(max_amount_cr) as max_amount_cr from ( select t1.id_card ,t1.customer_account_name ,t1.max_amount_cr from ( select t1.id_card ,customer_account_name ,max(amount_cr) as max_amount_cr from ccdi_base_staff t1 inner join ccdi_bank_statement t2 on t1.id_card = t2.cret_no where project_id = PROJECT_ID and t2.le_account_name <> t2.customer_account_name and customer_account_name not like '%代发%' and customer_account_name not like '%工资%' and user_memo not like '%代发%' and user_memo not like '%工资%' and user_memo not like '%奖金%' and user_memo not like '%薪酬%' and user_memo not like '%薪金%' and user_memo not like '%补贴%' and user_memo not like '%薪%' and user_memo not like '%年终奖%' and user_memo not like '%年金%' and user_memo not like '%加班费%' and user_memo not like '%劳务费%' and user_memo not like '%劳务外包%' and user_memo not like '%提成%' and user_memo not like '%劳务派遣%' and user_memo not like '%绩效%' and user_memo not like '%酬劳%' and user_memo not like '%PAYROLL%' and user_memo not like '%SALA%' and user_memo not like '%CPF%' and user_memo not like '%directors%fees%' and user_memo not like '%批量代付%' and cash_type not like '%代发%' and cash_type not like '%工资%' and cash_type not like '%劳务费%' and amount_cr > 0 group by id_card,customer_account_name ) t1 left join ccdi_staff_fmy_relation t2 on t1.id_card = t2.person_id and t1.customer_account_name = t2.relation_name where t2.person_id is null; ) group by id_card; --员工与同一交易对手(非亲属)的累计收入交易金额 select t1.id_card ,t1.customer_account_name ,t1.amount_cr from ( select t1.id_card ,customer_account_name ,sum(amount_cr) as amount_cr from ccdi_base_staff t1 inner join ccdi_bank_statement t2 on t1.id_card = t2.cret_no where project_id = PROJECT_ID and t2.le_account_name <> t2.customer_account_name and customer_account_name not like '%代发%' and customer_account_name not like '%工资%' and user_memo not like '%代发%' and user_memo not like '%工资%' and user_memo not like '%奖金%' and user_memo not like '%薪酬%' and user_memo not like '%薪金%' and user_memo not like '%补贴%' and user_memo not like '%薪%' and user_memo not like '%年终奖%' and user_memo not like '%年金%' and user_memo not like '%加班费%' and user_memo not like '%劳务费%' and user_memo not like '%劳务外包%' and user_memo not like '%提成%' and user_memo not like '%劳务派遣%' and user_memo not like '%绩效%' and user_memo not like '%酬劳%' and user_memo not like '%PAYROLL%' and user_memo not like '%SALA%' and user_memo not like '%CPF%' and user_memo not like '%directors%fees%' and user_memo not like '%批量代付%' and cash_type not like '%代发%' and cash_type not like '%工资%' and cash_type not like '%劳务费%' group by id_card,customer_account_name having sum(amount_cr)>0 ) t1 left join ccdi_staff_fmy_relation t2 on t1.id_card = t2.person_id and t1.customer_account_name = t2.relation_name where t2.person_id is null; --员工及其亲属 年交易金额 select id_card ,sum(trans_amount) as trans_amount from ( select t1.id_card ,amount_dr + amount_cr as trans_amount from ccdi_base_staff t1 inner join ccdi_bank_statement t2 on t1.id_card = t2.cret_no where project_id = PROJECT_ID and TRX_DATE >= $$$ --近一年 and t2.le_account_name <> t2.customer_account_name --排除同名交易 union all select t1.person_id ,amount_dr + amount_cr as trans_amount from ccdi_staff_fmy_relation t1 inner join ccdi_bank_statement t2 on t1.relation_cert_no = t2.cret_no where t1.status = 1 and t2.project_id = PROJECT_ID and TRX_DATE >= $$$ --近一年 and t2.le_account_name <> t2.customer_account_name --排除同名交易 ) group by id_card; ---员工及其亲属 最大一笔存现单笔金额 select id_card ,max(amount_cr) as amount_cr FROM ( select t1.id_card ,max(amount_cr) as amount_cr from ccdi_base_staff t1 inner join ccdi_bank_statement t2 on t1.id_card = t2.cret_no where project_id = PROJECT_ID and amount_cr>0 and ( (((user_memo like '%现金%' and user_memo not like '%金管理%' and user_memo not like '%金添利%' and user_memo not like '%现金利%' and user_memo not like '%现金宝%' and user_memo not like '%金分析%' ) or user_memo like '%存现%' or user_memo like '%现存%' or cash_type like '%现金%' or cash_type like '%存现%' or cash_type like '%现存%' or cash_type like '%金存入%' or user_memo like '%金存入%' or (user_memo like '%ATM%' and (user_memo like '%存款%' or user_memo like '%转入%')) or (cash_type like '%ATM%' and (cash_type like '%存款%' or cash_type like '%转入%'))) and (customer_account_name = '' or customer_account_name = '无' or customer_account_name like '%存现%') or user_memo like '%DEPOSIT%') or ((customer_account_name = '库存现金' or ((user_memo like '%现金存款%' or user_memo like '%自助存款%' or user_memo like '%CRS存款%' or cash_type like '%现金存款%' or cash_type like '%自助存款%' or cash_type like '%本行CRS存款%' or cash_type like '%柜面%' or user_memo like '%柜面%') and customer_account_name = '' )) or (customer_account_name = '现金' and user_memo not like '%借款%') or user_memo like '%本行ATM%') ) group by t1.id_card union all select t1.person_id ,max(amount_cr) as amount_cr from ccdi_staff_fmy_relation t1 inner join ccdi_bank_statement t2 on t1.relation_cert_no = t2.cret_no where t1.status = 1 and t2.project_id = PROJECT_ID and amount_cr>0 and ( (((user_memo like '%现金%' and user_memo not like '%金管理%' and user_memo not like '%金添利%' and user_memo not like '%现金利%' and user_memo not like '%现金宝%' and user_memo not like '%金分析%' ) or user_memo like '%存现%' or user_memo like '%现存%' or cash_type like '%现金%' or cash_type like '%存现%' or cash_type like '%现存%' or cash_type like '%金存入%' or user_memo like '%金存入%' or (user_memo like '%ATM%' and (user_memo like '%存款%' or user_memo like '%转入%')) or (cash_type like '%ATM%' and (cash_type like '%存款%' or cash_type like '%转入%'))) and (customer_account_name = '' or customer_account_name = '无' or customer_account_name like '%存现%') or user_memo like '%DEPOSIT%') or ((customer_account_name = '库存现金' or ((user_memo like '%现金存款%' or user_memo like '%自助存款%' or user_memo like '%CRS存款%' or cash_type like '%现金存款%' or cash_type like '%自助存款%' or cash_type like '%本行CRS存款%' or cash_type like '%柜面%' or user_memo like '%柜面%') and customer_account_name = '' )) or (customer_account_name = '现金' and user_memo not like '%借款%') or user_memo like '%本行ATM%') ) group by t1.person_id ) group by id_card ; --员工及其亲属 存现总金额 select id_card,sum(amount_cr) as amount_cr from ( select t1.id_card ,amount_cr from ccdi_base_staff t1 inner join ccdi_bank_statement t2 on t1.id_card = t2.cret_no where project_id = PROJECT_ID and amount_cr>0 and ( (((user_memo like '%现金%' and user_memo not like '%金管理%' and user_memo not like '%金添利%' and user_memo not like '%现金利%' and user_memo not like '%现金宝%' and user_memo not like '%金分析%' ) or user_memo like '%存现%' or user_memo like '%现存%' or cash_type like '%现金%' or cash_type like '%存现%' or cash_type like '%现存%' or cash_type like '%金存入%' or user_memo like '%金存入%' or (user_memo like '%ATM%' and (user_memo like '%存款%' or user_memo like '%转入%')) or (cash_type like '%ATM%' and (cash_type like '%存款%' or cash_type like '%转入%'))) and (customer_account_name = '' or customer_account_name = '无' or customer_account_name like '%存现%') or user_memo like '%DEPOSIT%') or ((customer_account_name = '库存现金' or ((user_memo like '%现金存款%' or user_memo like '%自助存款%' or user_memo like '%CRS存款%' or cash_type like '%现金存款%' or cash_type like '%自助存款%' or cash_type like '%本行CRS存款%' or cash_type like '%柜面%' or user_memo like '%柜面%') and customer_account_name = '' )) or (customer_account_name = '现金' and user_memo not like '%借款%') or user_memo like '%本行ATM%') ) union all select t1.person_id ,amount_cr from ccdi_staff_fmy_relation t1 inner join ccdi_bank_statement t2 on t1.relation_cert_no = t2.cret_no where t1.status = 1 and t2.project_id = PROJECT_ID and amount_cr>0 and ( (((user_memo like '%现金%' and user_memo not like '%金管理%' and user_memo not like '%金添利%' and user_memo not like '%现金利%' and user_memo not like '%现金宝%' and user_memo not like '%金分析%' ) or user_memo like '%存现%' or user_memo like '%现存%' or cash_type like '%现金%' or cash_type like '%存现%' or cash_type like '%现存%' or cash_type like '%金存入%' or user_memo like '%金存入%' or (user_memo like '%ATM%' and (user_memo like '%存款%' or user_memo like '%转入%')) or (cash_type like '%ATM%' and (cash_type like '%存款%' or cash_type like '%转入%'))) and (customer_account_name = '' or customer_account_name = '无' or customer_account_name like '%存现%') or user_memo like '%DEPOSIT%') or ((customer_account_name = '库存现金' or ((user_memo like '%现金存款%' or user_memo like '%自助存款%' or user_memo like '%CRS存款%' or cash_type like '%现金存款%' or cash_type like '%自助存款%' or cash_type like '%本行CRS存款%' or cash_type like '%柜面%' or user_memo like '%柜面%') and customer_account_name = '' )) or (customer_account_name = '现金' and user_memo not like '%借款%') or user_memo like '%本行ATM%') ) )group by id_card ; --员工及其亲属 大额现金存入次数 select id_card,count(1) from ( select t1.id_card ,amount_cr from ccdi_base_staff t1 inner join ccdi_bank_statement t2 on t1.id_card = t2.cret_no where project_id = PROJECT_ID and amount_cr> $$$$$$ and ( (((user_memo like '%现金%' and user_memo not like '%金管理%' and user_memo not like '%金添利%' and user_memo not like '%现金利%' and user_memo not like '%现金宝%' and user_memo not like '%金分析%' ) or user_memo like '%存现%' or user_memo like '%现存%' or cash_type like '%现金%' or cash_type like '%存现%' or cash_type like '%现存%' or cash_type like '%金存入%' or user_memo like '%金存入%' or (user_memo like '%ATM%' and (user_memo like '%存款%' or user_memo like '%转入%')) or (cash_type like '%ATM%' and (cash_type like '%存款%' or cash_type like '%转入%'))) and (customer_account_name = '' or customer_account_name = '无' or customer_account_name like '%存现%') or user_memo like '%DEPOSIT%') or ((customer_account_name = '库存现金' or ((user_memo like '%现金存款%' or user_memo like '%自助存款%' or user_memo like '%CRS存款%' or cash_type like '%现金存款%' or cash_type like '%自助存款%' or cash_type like '%本行CRS存款%' or cash_type like '%柜面%' or user_memo like '%柜面%') and customer_account_name = '' )) or (customer_account_name = '现金' and user_memo not like '%借款%') or user_memo like '%本行ATM%') ) union all select t1.person_id ,amount_cr from ccdi_staff_fmy_relation t1 inner join ccdi_bank_statement t2 on t1.relation_cert_no = t2.cret_no where t1.status = 1 and t2.project_id = PROJECT_ID and amount_cr> $$$$$$$ and ( (((user_memo like '%现金%' and user_memo not like '%金管理%' and user_memo not like '%金添利%' and user_memo not like '%现金利%' and user_memo not like '%现金宝%' and user_memo not like '%金分析%' ) or user_memo like '%存现%' or user_memo like '%现存%' or cash_type like '%现金%' or cash_type like '%存现%' or cash_type like '%现存%' or cash_type like '%金存入%' or user_memo like '%金存入%' or (user_memo like '%ATM%' and (user_memo like '%存款%' or user_memo like '%转入%')) or (cash_type like '%ATM%' and (cash_type like '%存款%' or cash_type like '%转入%'))) and (customer_account_name = '' or customer_account_name = '无' or customer_account_name like '%存现%') or user_memo like '%DEPOSIT%') or ((customer_account_name = '库存现金' or ((user_memo like '%现金存款%' or user_memo like '%自助存款%' or user_memo like '%CRS存款%' or cash_type like '%现金存款%' or cash_type like '%自助存款%' or cash_type like '%本行CRS存款%' or cash_type like '%柜面%' or user_memo like '%柜面%') and customer_account_name = '' )) or (customer_account_name = '现金' and user_memo not like '%借款%') or user_memo like '%本行ATM%') ) )group by id_card ; --员工及其亲属 大额转账次数 select id_card,count(1) from ( select t1.id_card ,amount_dr from ccdi_base_staff t1 inner join ccdi_bank_statement t2 on t1.id_card = t2.cret_no where project_id = PROJECT_ID and amount_dr> $$$$$$ and (customer_account_name rlike '转账' or user_memo rlike '转帐|转账|汇入|转存|红包|汇款|网转|转入' or cash_type rlike '转帐|转账|汇入|转存|红包|汇款|网转|转入') and user_memo not like '%款%' and t2.le_account_name <> t2.customer_account_name --排除同名交易 union all select t1.person_id ,amount_dr from ccdi_staff_fmy_relation t1 inner join ccdi_bank_statement t2 on t1.relation_cert_no = t2.cret_no where t1.status = 1 and t2.project_id = PROJECT_ID and amount_dr> $$$$$$ and (customer_account_name rlike '转账' or user_memo rlike '转帐|转账|汇入|转存|红包|汇款|网转|转入' or cash_type rlike '转帐|转账|汇入|转存|红包|汇款|网转|转入') and user_memo not like '%款%' and t2.le_account_name <> t2.customer_account_name --排除同名交易 ) group by id_card ;",,,,, 2,异常交易,"员工及关系人与客户之间非正常资金往来 关系人中没有收入或低收入人员有大额资金交易","1.员工及关系人与客户及关系人之间有超过1000元以上的资金往来;客户指信贷类客户包括贷款户、担保人,中介库人员,包括中介注册的主体及主体关系人。 2.关系人中没有收入或月收入低于 3000元 的人员,单笔或累计交易金额超过 10万元。","--员工及其亲属与贷款客户、担保户、中介有异常交易 with loan_cust_acct as ( select t2.aa01ac15 from ( select substr(nfabcsid,4) as nfabcsid from odsdb.blfmconf --贷款合同文件 where nfaacost in ('3','5','7') --合同状态 and substr(nfaabrno,1,3) = '902' --机构 and del_f = '0' group by substr(nfabcsid,4) ) t1 inner join ( select aa01ac15 --账号 ,aa62cfno from sjfx_pro.bdfmhqaa_orc where del_f = 0 and substr(trim(aa47brno),1,3) = '902' --机构号修改 and rcstrs1b <>'9' AND aa15zhzt ='1' -- 账户状态 1-正常 2-销户 3-新开户 4-结清 group by aa01ac15 ,aa62cfno ) t2 on t1.nfabcsid = t2.aa62cfno ) , assure_cust_acct as ( select t2.aa01ac15 from ( select asseure_sign from xdzx.assure_infomation where del_f= '0' and assure_state <> '2' and substr(create_org,1,3)='902' group by asseure_sign ) t1 inner join ( select aa01ac15 --账号 ,aa03csno from sjfx_pro.bdfmhqaa_orc where del_f = 0 and substr(trim(aa47brno),1,3) = '902' --机构号修改 and rcstrs1b <>'9' AND aa15zhzt ='1' -- 账户状态 1-正常 2-销户 3-新开户 4-结清 group by aa01ac15 ,aa03csno ) t2 on t1.asseure_sign = t2.aa03csno ) select distinct id_card from ( select id_card ,customer_account_no from ( select t1.id_card ,customer_account_no ,amount_dr + amount_cr as trans_amount from ccdi_base_staff t1 inner join ccdi_bank_statement t2 on t1.id_card = t2.cret_no where project_id = PROJECT_ID and customer_account_no is not null union all select t1.person_id ,customer_account_no ,amount_dr + amount_cr as trans_amount from ccdi_staff_fmy_relation t1 inner join ccdi_bank_statement t2 on t1.relation_cert_no = t2.cret_no where t1.status = 1 and t2.project_id = PROJECT_ID and customer_account_no is not null ) group by id_card,customer_account_no having sum(customer_account_no)>1000 ) a where exists (select 1 from loan_cust_acct b on a.customer_account_no = b.aa01ac15) or exists (select 1 from assure_cust_acct c on a.customer_account_no = c.aa01ac15) or exists (select 1 from 中介名单 d on a.customer_account_no = d.中介账号); --员工亲属低收入但交易金额高 select distinct person_id from ( select person_id ,relation_cert_no ,avg(amount_cr) as avg_amount_cr from ( select t1.person_id ,t1.relation_cert_no ,substr(trx_time,1,7) ,sum(amount_cr) as amount_cr--收入金额 from ccdi_staff_fmy_relation t1 inner join ccdi_bank_statement t2 on t1.relation_cert_no = t2.cret_no where t1.status = 1 and t2.project_id = PROJECT_ID and t2.le_account_name <> t2.customer_account_name --排除同名交易 group by t1.person_id,t1.relation_cert_no,substr(trx_time,1,7) ) group by person_id,relation_cert_no having avg(amount_cr)<=3000 ---月均收入不超过3000 ) t1 left join ( select t1.relation_cert_no ,sum(amount_cr + amount_dr) as trans_amount from ccdi_staff_fmy_relation t1 inner join ccdi_bank_statement t2 on t1.relation_cert_no = t2.cret_no where t1.status = 1 and t2.project_id = PROJECT_ID group by t1.relation_cert_no having sum(amount_cr + amount_dr) >= 100000 or max(amount_cr) >= 100000 or max(amount_dr) >= 100000 ) t2 on t1.relation_cert_no = t2.relation_cert_no where t2.relation_cert_no is not null ; ",,,,, 3,疑似赌博,"通过多人多次在相近时间有转账、微信转账、支付宝转账发生,且额度在可疑区间。金额区间可在排查设置页面进行设置 大额购买彩票行为 疑似赌球行为 疑似网络赌博行为","1.多人只2人及以上,多次指2次以上,相近时间指同一天。 2.备注或交易摘要、对手有“游戏、抖币、体彩、福彩”等字眼","--员工 疑似赌博 select distinct id_card from ( select t1.id_card,trx_time from ccdi_base_staff t1 inner join ccdi_bank_statement t2 on t1.id_card = t2.cret_no where project_id = PROJECT_ID and ((amount_dr>= $$$ and amount_dr<=$$$) or (amount_cr>= $$$ and amount_cr<=$$$)) -----转入转出金额区间 and (customer_account_name rlike '转账' or user_memo rlike '转帐|转账|红包|网转|转入' or cash_type rlike '转帐|转账|红包|网转|转入') and user_memo not like '%款%' and t2.le_account_name <> t2.customer_account_name --排除同名交易 group by t1.id_card,trx_time having count(distinct customer_account_name)>=2 and count(1)>=2 ); --员工 网络赌博、体彩 select t1.id_card ,amount_dr from ccdi_base_staff t1 inner join ccdi_bank_statement t2 on t1.id_card = t2.cret_no where project_id = PROJECT_ID and amount_dr> 0 and (user_memo rlike '游戏|抖币|体彩|福彩|彩票|赌|球|外围|博彩|六合|时时彩|赛车|赌场|筹码|盘口|返水|洗码|庄家|闲家|百家乐|斗牛|炸金花|牌九|麻将|捕鱼|电子游艺|投注' or customer_account_name rlike '游戏|抖币|体彩|福彩|彩票|赌|球|外围|博彩|六合|时时彩|赛车|赌场|筹码|盘口|返水|洗码|庄家|闲家|百家乐|斗牛|炸金花|牌九|麻将|捕鱼|电子游艺|投注') ; ",,,,, 4,可疑关系,除与配偶、子女外发生特殊金额交易,如1314、520。可在排查参数输入页面进行设置,除与配偶、子女外,发生特殊金额交易,如 1314元、520元 等具有特殊含义的金额。,"--员工 可疑关系 select distinct t1.id_card from ccdi_base_staff t1 inner join ccdi_bank_statement t2 on t1.id_card = t2.cret_no left join ccdi_staff_fmy_relation t3 on t1.id_card = t3.person_id and t2.customer_account_name = t3.relation_name where t2.project_id = PROJECT_ID and t3.relation_type not in (配偶,子女) --关系类型按实际数据的码值确定 and (amount_dr in (520,1314) or amount_cr in (520,1314)) ;",,,,, 5,可疑兼职,除本行工资收入外,有固定收入,"1.除本行工资收入外,每月有固定收入,固定收入金额自行设置。 2.每季或每年从固定交易对手转入金额,金额可设区间值,如5000-10000。 3.转入资金摘要有“工资”、“分红”、“红利”、“利息(非银行结息)”等收入","--员工 可疑兼职 select t1.id_card from ccdi_base_staff t1 inner join ccdi_bank_statement t2 on t1.id_card = t2.cret_no where project_id = PROJECT_ID and bank <> 'ZJRCU' and (customer_account_name rlike '代发|工资' or user_memo rlike '代发|工资|分红|红利|奖金|薪酬|薪金|补贴|薪|年终奖|年金|加班费|劳务费|劳务外包|提成|劳务派遣|绩效|酬劳|批量代付|PAYROLL|SALA|CPF|directors.*fees' or cash_type rlike '代发|工资|劳务费' ) group by t1.id_card having sum(amount_cr)>0 ; --员工 可疑固定收入 select distinct id_card from ( select id_card ,customer_account_name ,count(1) as income_qrt ,stddev(amount_total) as stddev_amount from ( select id_card ,customer_account_name ,trans_qrt ,count(1) as trans_cnt ,sum(amount_cr) as amount_total from ( select t1.id_card ,customer_account_name ,amount_cr ,concat(year(trx_time),'-Q',quarter(trx_time)) as trans_qrt --每季度的固定收入 from ccdi_base_staff t1 inner join ccdi_bank_statement t2 on t1.id_card = t2.cret_no where project_id = PROJECT_ID and amount_cr>0 --每笔收入金额 and t2.le_account_name <> t2.customer_account_name --排除同名交易 ) group by id_card,customer_account_name,trans_qrt having count(1) > 3 --每季度大于3笔 and sum(amount_cr) between 3000 and 10000 ---该季度总收入,区间自行设置 ) group by id_card,customer_account_name having count(1) >= 2 --2个及以上季度 and stddev(amount_total)<2000 --标准差小于2000,标识稳定收入 );",,,,, 6,可疑财产,"通过分析车险、房屋险、水电费、燃气费、物业费、车位费、租金、卫生费等缴纳判断车产、房产信息 有转出到售房公司交易,但本人及亲属名下无新增房产 新增住房信息(或有入住新房),但无购房交易、无定金、房款、装修款、设计费记录等 购房资金溯源,是否存在异常收入或向客户借入行为 与家庭收入不匹配的豪华房产","1.购房资金溯源,购房前账户资金来源构成。 2.员工及关系人有购房交易,但名下房产无新增登记。 3.员工及关系人有物业缴费记录,但名下房产无新增登记。 4.员工及关系人有5000元以上的纳税记录,但名下无房产车产新增登记。 5.有新增登记购房,但无相关购房交易记录。 6.入信新房但近期无购房、装修等支出。 7.与家庭年收入不匹配的豪华房产,其评估价值超过家庭年收入的 10倍。","--员工及其亲属购买房产但无资产登记 select t1.id_card from ( select id_card ,min(trx_time) as trx_time from ( select t1.id_card ,trx_time from ccdi_base_staff t1 inner join ccdi_bank_statement t2 on t1.id_card = t2.cret_no where project_id = PROJECT_ID and (user_memo rlike '(购|买).*房|房款|首付' or customer_account_name rlike '房地产|置业|置地|地产|房产|不动产|链家|贝壳|我爱我家|房管局') and amount_dr > 0 union all select t1.person_id ,trx_time from ccdi_staff_fmy_relation t1 inner join ccdi_bank_statement t2 on t1.relation_cert_no = t2.cret_no where t1.status = 1 and t2.project_id = PROJECT_ID and (user_memo rlike '(购|买).*房|房款|首付' or customer_account_name rlike '房地产|置业|置地|地产|房产|不动产|链家|贝壳|我爱我家|房管局') and amount_dr > 0 ) group by id_card ) t1 left join ( select person_id ,max(updated_at) as updated_at from ccdi_asset_info where asset_main_type = 不动产 --根据具体数据确定码值 and asset_sub_type in (住宅,商铺) --根据具体数据确定码值 and asset_status = 正常 --根据具体数据确定码值 group by person_id ) t2 on t1.id_card = t2.person_id where t1.trx_time > t2.updated_at --购买时间大于最近一次资产更新时间 or t2.person_id is null; --有物业缴费记录但无房产登记 select t1.id_card FROM ( select id_card from ( select t1.id_card ,trx_time from ccdi_base_staff t1 inner join ccdi_bank_statement t2 on t1.id_card = t2.cret_no where project_id = PROJECT_ID and (user_memo rlike '物业|物业费|管理费|物业服务|综合服务' or customer_account_name rlike '物业|小区|花园|苑|中心|大厦|业委会|业主委员会|置业|房地产|服务中心|管理处|社区') and amount_dr > 0 union all select t1.person_id ,trx_time from ccdi_staff_fmy_relation t1 inner join ccdi_bank_statement t2 on t1.relation_cert_no = t2.cret_no where t1.status = 1 and t2.project_id = PROJECT_ID and (user_memo rlike '物业|物业费|管理费|物业服务|综合服务' or customer_account_name rlike '物业|小区|花园|苑|中心|大厦|业委会|业主委员会|置业|房地产|服务中心|管理处|社区') and amount_dr > 0 ) group by id_card ) t1 left join ( select person_id ,max(updated_at) as updated_at from ccdi_asset_info where asset_main_type = 不动产 and asset_sub_type in (住宅,商铺) and asset_status = 正常 group by person_id ) t2 on t1.id_card = t2.person_id where t2.person_id is null; ----有5000元以上的纳税记录但无房产登记 select t1.id_card FROM ( select id_card from ( select t1.id_card ,trx_time from ccdi_base_staff t1 inner join ccdi_bank_statement t2 on t1.id_card = t2.cret_no where project_id = PROJECT_ID and (user_memo rlike '税务|缴税|税款' or customer_account_name rlike '税务|税务局|国库|国家金库|财政') and amount_dr >= 5000 union all select t1.person_id ,trx_time from ccdi_staff_fmy_relation t1 inner join ccdi_bank_statement t2 on t1.relation_cert_no = t2.cret_no where t1.status = 1 and t2.project_id = PROJECT_ID and (user_memo rlike '税务|缴税|税款' or customer_account_name rlike '税务|税务局|国库|国家金库|财政') and amount_dr >= 5000 ) group by id_card ) t1 left join ( select person_id ,max(updated_at) as updated_at from ccdi_asset_info where asset_main_type = 不动产 and asset_sub_type in (住宅,商铺) and asset_status = 正常 group by person_id ) t2 on t1.id_card = t2.person_id where t2.person_id is null; ",,,,, 7,可疑外汇交易,异常购汇、结汇、跨境结汇,单笔购汇、结汇或跨境结汇金额超过限额。,"--员工 可疑外汇交易 select t1.id_card from ccdi_base_staff t1 inner join ccdi_bank_statement t2 on t1.id_card = t2.cret_no where project_id = PROJECT_ID and customer_account_name rlike '银行|外汇|售汇|结汇|国家外汇管理局|外汇' user_memo rlike '购汇|结汇|换汇|外汇|汇率|外币|现汇|结汇水单|外币兑换人民币|结汇入账|外汇结汇|外汇买入|购外币|购买外汇|外币' group by t1.id_card having sum(amount_cr)>100000 or sum(amount_dr)>100000 --限额自行设置 ;",,,,, 8,可疑付息,客户经理管户的客户在智柜、柜面连续代交利息人数比较多,客户经理管户的客户在智柜、柜面连续 代交利息,且代交人数超过 2人。,"---管户经理与贷款客户有交易往来 with cust_loan_duty as ( select t1.id_card ,t2.customer_isn from ccdi_base_staff t1 left join ( select customer_isn,creditor_code from xdzx.loan_liability where status = '1' and product_code <> '15AC' group by customer_isn,creditor_code UNION select t2.nfaacsno,t1.primary_principal from xdzx.loan_duty t1 left join odsdb.blfmconf t2 on t1.contract_no = t2.nfaacono where t1.status='1' and t1.product_code ='15AC' group by t2.nfaacsno,t1.primary_principal ) t2 on t1.staff_id = t2.creditor_code ) select cret_no FROM ( select t1.cret_no,t2.customer_isn from ccdi_bank_statement t1 inner join cust_loan_duty t2 on t1.cret_no = t2.id_card left join ( select CINOCSNO ,DFANAC19 ,CDNOAC19 from odsdb.BWFMDCIM where rcstrs1b <> '9' and del_f = '0' and OWONBRNO like '902%' group by CINOCSNO,DFANAC19,CDNOAC19 ) t3 on t2.customer_isn = t3.CINOCSNO where project_id = PROJECT_ID and (t1.customer_account_no = t3.DFANAC19--账号 or t1.customer_account_no = t3.CDNOAC19)--卡号 group by t1.cret_no,t2.customer_isn having t1.amount_cr +t1.amount_dr > 0 ) group by cret_no having count(customer_isn) > 2 --交易贷款客户超过两人 ;",,,,, 9,可疑采购,"1.提示可能化整为零的采购 2.提示向同一企业或同一人实控的企业采购集中度过高的情况",单笔采购金额超过 10万元;提示向同一企业或同一人实控的企业采购集中度过高,单个供应商采购额占总采购额比例超过 70%。,"--单笔采购金额大于10万 select t1.id_card from ccdi_base_staff t1 inner join ( select applicant_id from ccdi_purchase_transaction where actual_amount>100000 UNION select purchase_leader_id from ccdi_purchase_transaction where actual_amount>100000 ) t2 on t1.staff_id = t2.applicant_id ; ----单个供应商采购金额占项目总采购额超百分之70 with project_total as ( select purchase_id ,sum(actual_amount) as total_amount from ccdi_purchase_transaction group by purchase_id ), supplier_project AS ( select t1.applicant_id,t1.purchase_leader_id from ( select applicant_id ,purchase_leader_id ,purchase_id ,supplier_uscc ,sum(actual_amount) as supply_amount from ccdi_purchase_transaction group by applicant_id,purchase_leader_id,purchase_id,supplier_uscc ) t1 left join project_total t2 ON t1.purchase_id = t2.purchase_id where t1.supply_amount / t2.total_amount > 0.7 ) select t2.id_card ( select applicant_id from supplier_project union select purchase_leader_id from supplier_project ) t1 inner join ccdi_base_staff t2 on t1.applicant_id = t2.staff_id;",,,,, 10,异常行为,"1.每天长时间电话、频繁电话、微信电话 2.丰收互联交易IP地址与属地IP地址段不匹配 3.家庭老人、非家庭关系人银证大额转账 4.微信支付宝频繁提现 5.工资发放后立即转出大部分资金的行为 6.工资发放后除代扣项目外,几乎不使用的情况 7.涉诉情况 8.大额炒股 9.操控他人账户交易 ","1.每天电话、微信通话时长超过 2小时 或同一对像通话次数超过5次。 2.丰收互联交易IP地址与属地IP地址段不匹配。 3.家庭老人、非家庭关系人银证大额转账,单笔超过设置限额。 4.微信、支付宝单日提现次数超过设置次 或单日累计提现金额超过 设置限额。 5.工资发放后 24小时内 转出超过 80% 的资金。 6.工资发放后除代扣项目外,连续30天 无任何消费或转账记录。 7.大额炒股,单次三方资管交易金额超过 100万元。 8.多次代理他人账户交易,或登录员工手机操作他人丰收互联交易。 ","--支付宝微信单日提现金额和笔数 select t1.id_card ,t2.trx_time ,count(1) as trans_cnt ,sum(amount_cr) as trans_amt from ccdi_base_staff t1 inner join ccdi_bank_statement t2 on t1.id_card = t2.cret_no where project_id = PROJECT_ID and (user_memo rlike '财付通|微信零钱|微信|wechat|WeChat|Tenpay|支付宝|Alipay|提现' or customer_account_name rlike '财付通|微信零钱|微信|wechat|WeChat|Tenpay|支付宝|Alipay|提现') and amount_cr >= 0 group by t1.id_card,t2.trx_time; --员工 发工资后1天内转出80%以上 select t1.id_card from ( select t1.id_card ,t2.trx_time as sala_time ,t2.amount_cr from ccdi_base_staff t1 inner join ccdi_bank_statement t2 on t1.id_card = t2.cret_no where project_id = PROJECT_ID and bank = 'ZJRCU' and (customer_account_name rlike '代发|工资' or user_memo rlike '代发|工资|分红|红利|奖金|薪酬|薪金|补贴|薪|年终奖|年金|加班费|劳务费|劳务外包|提成|劳务派遣|绩效|酬劳|批量代付|PAYROLL|SALA|CPF|directors.*fees' or cash_type rlike '代发|工资|劳务费' and amount_cr > 0 ) ) t1 left join ( select t1.id_card ,t2.trx_time ,t2.amount_dr from ccdi_base_staff t1 inner join ccdi_bank_statement t2 on t1.id_card = t2.cret_no where project_id = PROJECT_ID and bank = 'ZJRCU' and amount_dr > 0 ) t2 on t1.id_card = t2.id_card where t2.trx_time between t1.sala_time and date_add(t1.sala_time,interval 1 day) group by t1.id_card having sum(t2.amount_dr) / sum(t1.amount_cr) >0.8 ; --炒股、单次三方资管交易金额超100万 select distinct id_card FROM ( select t1.id_card ,t2.amount_cr from ccdi_base_staff t1 inner join ccdi_bank_statement t2 on t1.id_card = t2.cret_no where project_id = PROJECT_ID and (customer_account_name rlike '证券|国泰君安|中信建投|中金|基金|期货|信托|同花顺|理财' or user_memo rlike '证券|国泰君安|中信建投|中金|基金|期货|信托|同花顺|理财' or cash_type rlike '证券|国泰君安|中信建投|中金|基金|期货|信托|同花顺|理财' ) and amount_dr > 1000000 );",,,,, ,,,,,,,,, ,,,,,,,,, ,,,,,,,,, ,,,,,,,,, ,,,,,,,,, ,,,,,,,,, ,,,,,,,,, ,,,,,,,,, ,,,,,,,,, ,,,,,,,,,