Price and Volume Information: (AMUC)

>  >  >   spam works: evidence from stock touts and corresponding market activity

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Data

Touted stocks

Table of touts

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Authors

Laura Frieder

Jonathan Zittrain

Resources

The paper

Tech Review article

Pink Sheets

Date	Bid	Ask	Sale	Volume
2004-01-02	0.4	0.75	0.4	200
2004-01-05	0.4	0.75	0.75	1000
2004-01-06	0.4	0.6	0.4	2200
2004-01-07	0.4	0.6
2004-01-08	0.4	0.6
2004-01-09	0.4	0.7
2004-01-12	0.4	0.7	0.4	300
2004-01-13	0.4	0.7	0.7	1000
2004-01-14	0.4	0.7
2004-01-15	0.4	0.65
2004-01-16	0.4	0.65
2004-01-20	0.4	0.65	0.65	600
2004-01-21	0.4	0.65
2004-01-22	0.4	0.6
2004-01-23	0.4	0.7	0.4	4100
2004-01-26	0.4	0.85	0.85	5000
2004-01-27	0.51	0.85	0.85	2500
2004-01-28	0.65	0.95	0.89	7000
2004-01-29	0.65	0.95	0.95	3000
2004-01-30	0.65	0.95
2004-02-02	0.65	0.97	0.65	500
2004-02-03	0.7	1	0.65	1000
2004-02-04	0.75	1
2004-02-05	0.76	1
2004-02-06	0.76	1	0.95	7000
2004-02-09	0.8	1.01	1.01	22100
2004-02-10	0.9	1.01	0.95	27400
2004-02-11	0.93	1.05	1.01	34400
2004-02-12	0.93	1.05	0.93	1000
2004-02-13	0.93	1.1	0.93	9000
2004-02-17	0.93	1.05
2004-02-18	0.93	1.1	0.96	1000
2004-02-19	0.93	1.1
2004-02-20	0.93	1.1	0.93	200
2004-02-23	0.93	1.1	1.1	6300
2004-02-24	0.93	1.1	1	4100
2004-02-25	0.93	1.1	1	1900
2004-02-26	0.93	1.12	1.1	25900
2004-02-27	0.93	1.09	1.09	11300
2004-03-01	0.93	1.09	1.09	600
2004-03-02	0.93	1.09
2004-03-03	0.93	1.09	1.05	2000
2004-03-04	0.93	1.09
2004-03-05	0.93	1.09	1.05	1300
2004-03-08	0.93	1.09
2004-03-09	0.93	1.1	1.1	600
2004-03-10	0.93	1.1
2004-03-11	0.93	1.1
2004-03-12	0.66	1	0.99	4900
2004-03-15	0.66	1
2004-03-16	0.66	1
2004-03-17	0.66	1.01
2004-03-18	0.66	1.01
2004-03-19	0.66	0.81	0.66	6500
2004-03-22	0.66	0.81
2004-03-23	0.66	0.81
2004-03-24	0.66	0.81
2004-03-25	0.66	0.81
2004-03-26	0.66	0.81
2004-03-29	0.66	0.91	0.82	4500
2004-03-30	0.66	0.91	0.66	1000
2004-03-31	0.66	0.91	0.91	1800
2004-04-01	0.66	0.91
2004-04-02	0.66	0.91
2004-04-05	0.66	0.91
2004-04-06	0.66	0.91
2004-04-07	0.66	0.91
2004-04-08	0.66	1.01
2004-04-12	0.66	1.01
2004-04-13	0.66	1.01
2004-04-14	0.66	1.01
2004-04-15	0.66	1.01	1.01	2000
2004-04-16	0.66	1.01	1	7500
2004-04-19	0.66	1.01	1.01	2600
2004-04-20	0.8	1.01	1.01	1300
2004-04-21	0.8	1.02	1.02	19000
2004-04-22	0.8	1.01	1	19000
2004-04-23	0.8	1.01	1	16200
2004-04-26	0.8	1.01	1	17400
2004-04-27	0.8	1.01	1	1500
2004-04-28	0.8	1.01	1.01	4500
2004-04-29	0.9	1.01	1.01	23400
2004-04-30	1.02	1.12	1.1	20400
2004-05-03	1.01	1.1	1.05	11700
2004-05-04	0.775	1.1	1.04	2000
2004-05-05	1.01	1.5	1.25	26100
2004-05-06	0.7	1.05	1.05	36200
2004-05-07	0.7	0.95	0.9	14400
2004-05-10	0.75	0.85	0.95	23800
2004-05-11	0.7	0.85	0.84	20000
2004-05-12	0.75	0.85	0.84	46700
2004-05-13	0.8	0.85	0.85	50000
2004-05-14	0.75	0.85	0.85	36600
2004-05-17	0.75	0.85	0.85	22400
2004-05-18	0.75	0.83	0.83	1800
2004-05-19	0.8	0.82	0.82	7900
2004-05-20	0.8	0.82	0.82	2000
2004-05-21	0.7	0.8	0.79	44400
2004-05-24	0.7	0.75	0.75	2500
2004-05-25	0.55	0.76	0.75	48200
2004-05-26	0.6	0.73	0.73	39600
2004-05-27	0.6	0.69	0.69	2500
2004-05-28	0.7	0.85	0.85	46100
2004-06-01	0.75	1	0.89	103200
2004-06-02	0.85	0.9	0.9	54200
2004-06-03	0.9	0.93	0.9	73000
2004-06-04	0.95	1	1	41600
2004-06-07	0.96	1.01	1.01	50000
2004-06-08	0.96	1.01	1.01	1000
2004-06-09	0.96	1.01	1	28400
2004-06-10	0.97	1.01	1	11700
2004-06-14	0.97	1.1	1.05	38500
2004-06-15	1.01	1.25	1.1	31800
2004-06-16	1.47	1.55	1.5	13800
2004-06-17	1.4	1.55	1.55	177900
2004-06-18	1.15	1.45	1.4	75500
2004-06-21	1.45	1.55	1.5	81700
2004-06-22	1.4	1.55	1.55	47500
2004-06-23	2.2	2.45	2.55	282000
2004-06-24	3	3.15	3.1	360800
2004-06-25	3.05	3.13	3.1	175900
2004-06-28	3	3.07	3.05	187200
2004-06-29	1.85	2.1	2.05	169300
2004-06-30	1.7	1.85	1.85	49000
2004-07-01	1.8	1.95	1.85	33300
2004-07-02	1.8	1.9	1.85	36600
2004-07-06	1.8	1.9	1.85	5300
2004-07-07	1.7	1.85	1.85	31700
2004-07-08	1.4	1.53	1.4	24900
2004-07-09	1.28	1.35	1.3	29000
2004-07-12	1.5	1.75	1.75	24900
2004-07-13	1.45	1.6	1.55	28500
2004-07-14	1.3	1.5	1.31	11500
2004-07-15	1.3	1.45	1.4	50400
2004-07-16	1.3	1.53	1.45	7200
2004-07-19	1.15	1.25	1.2	25000
2004-07-20	0.8	1.06	1.05	91600
2004-07-21	0.85	1.02	0.95	12800
2004-07-22	0.51	0.71	0.65	52700
2004-07-23	0.82	1.01	0.98	21100
2004-07-26	0.8	1.01	1	10700
2004-07-27	0.7	0.95	0.75	7800
2004-07-28	0.72	0.97	0.72	3600
2004-07-29	0.61	0.81	0.8	50600
2004-07-30	0.61	0.85	0.85	36300
2004-08-02	0.7	0.9
2004-08-03	0.72	0.9	0.89	7000
2004-08-04	0.72	0.9
2004-08-05	0.72	0.9	0.75	200
2004-08-06	0.67	0.85	0.75	3100
2004-08-09	0.8	0.9	0.85	28700
2004-08-10	0.81	0.9	0.9	28700
2004-08-11	0.81	0.83	0.84	68500
2004-08-12	0.66	0.82	0.82	54800
2004-08-13	0.61	0.82	0.7	29100
2004-08-16	0.65	0.72	0.66	117300
2004-08-17	0.52	0.59	0.59	79300
2004-08-18	0.53	0.57	0.55	62496
2004-08-19	0.52	0.6	0.53	22911
2004-08-20	0.55	0.6	0.6	36000
2004-08-23	0.55	0.65	0.65	41025
2004-08-24	0.66	0.76	0.75	153675
2004-08-25	0.61	0.74	0.7	11105
2004-08-26	0.61	0.76	0.74	11250
2004-08-27	0.61	0.76	0.63	10000
2004-08-30	0.6	0.75	0.58	57830
2004-08-31	0.6	0.72	0.68	35355
2004-09-01	0.6	0.7	0.65	56550
2004-09-02	0.6	0.7	0.6	69996
2004-09-03	0.55	0.7	0.6	32500
2004-09-07	0.55	0.7	0.68	2000
2004-09-08	0.55	0.7	0.69	24505
2004-09-09	0.55	0.7
2004-09-10	0.55	0.67	0.6	43625
2004-09-13	0.6	0.65	0.6	16110
2004-09-14	0.55	0.63	0.63	66150
2004-09-15	0.55	0.65	0.65	8630
2004-09-16	0.55	0.65	0.6	28519
2004-09-17	0.55	0.65	0.6	9100
2004-09-20	0.59	0.62	0.6	13980
2004-09-21	0.54	0.65	0.55	86345
2004-09-22	0.54	0.65	0.54	18500
2004-09-23	0.55	0.65	0.551	40120
2004-09-24	0.47	0.58	0.6	131313
2004-09-27	0.47	0.55
2004-09-28	0.47	0.53	0.53	1000
2004-09-29	0.47	0.49	0.47	103130
2004-09-30	0.32	0.47	0.35	106050
2004-10-01	0.32	0.47	0.4	25312
2004-10-04	0.38	0.46	0.45	78300
2004-10-05	0.39	0.46	0.44	22400
2004-10-06	0.39	0.45	0.45	75455
2004-10-07	0.39	0.42	0.41	199161
2004-10-08	0.39	0.42	0.41	3500
2004-10-11	0.39	0.44	0.4	19391
2004-10-12	0.39	0.44	0.44	40720
2004-10-13	0.4	0.45	0.4	66425
2004-10-14	0.39	0.44	0.39	52000
2004-10-15	0.39	0.41	0.4	3000
2004-10-18	0.39	0.41	0.39	14820
2004-10-19	0.34	0.39	0.34	275268
2004-10-20	0.28	0.32	0.3	125371
2004-10-21	0.29	0.32	0.32	10000
2004-10-22	0.32	0.35	0.35	59125
2004-10-25	0.36	0.41	0.4	255400
2004-10-26	0.36	0.41	0.4	56080
2004-10-27	0.36	0.41	0.4	5650
2004-10-28	0.38	0.41
2004-10-29	0.38	0.41	0.4	48568
2004-11-01	0.36	0.41	0.36	10300
2004-11-02	0.36	0.4	0.39	27000
2004-11-03	0.33	0.39	0.35	21200
2004-11-04	0.33	0.38	0.35	63718
2004-11-05	0.32	0.38	0.38	69730
2004-11-08	0.33	0.41	0.35	96250
2004-11-09	0.35	0.41	0.35	20274
2004-11-10	0.34	0.4	0.35	6150
2004-11-11	0.33	0.36	0.35	14500
2004-11-12	0.32	0.37	0.35	85450
2004-11-15	0.39	0.42	0.39	218250
2004-11-16	0.39	0.44	0.42	276325
2004-11-17	0.41	0.44	0.44	101800
2004-11-18	0.41	0.44	0.42	63005
2004-11-19	0.4	0.42	0.41	25250
2004-11-22	0.4	0.42	0.41	5132
2004-11-23	0.4	0.43	0.4	9092
2004-11-24	0.4	0.42	0.4	18368
2004-11-26	0.4	0.42	0.4	300
2004-11-29	0.4	0.43	0.43	12530
2004-11-30	0.4	0.42	0.41	51100
2004-12-01	0.4	0.42	0.41	3700
2004-12-02	0.4	0.43	0.41	1400
2004-12-03	0.4	0.43	0.41	4950
2004-12-06	0.4	0.42
2004-12-07	0.38	0.42
2004-12-08	0.38	0.42	0.41	2000
2004-12-09	0.38	0.42	0.4	23400
2004-12-10	0.39	0.42	0.42	164060
2004-12-13	0.39	0.42	0.42	25431
2004-12-14	0.4	0.42	0.42	655860
2004-12-15	0.36	0.42	0.41	700835
2004-12-16	0.4	0.43	0.41	301245
2004-12-17	0.36	0.41	0.41	74355
2004-12-20	0.36	0.39	0.38	329611
2004-12-21	0.37	0.39	0.38	41450
2004-12-22	0.37	0.4	0.37	232670
2004-12-23	0.37	0.4	0.4	14490
2004-12-27	0.37	0.4	0.4	65650
2004-12-28	0.39	0.41	0.4	234987
2004-12-29	0.39	0.41	0.4	167200
2004-12-30	0.4	0.42	0.41	307023
2004-12-31	0.4	0.42	0.41	409575
2005-01-03	0.44	0.45	0.44	1112950
2005-01-04	0.44	0.47	0.47	194569
2005-01-05	0.46	0.47	0.45	189591
2005-01-06	0.45	0.47	0.45	233055
2005-01-07	0.45	0.47	0.45	193950
2005-01-10	0.45	0.47	0.45	73000
2005-01-11	0.45	0.47	0.45	147700
2005-01-12	0.5	0.54	0.54	453185
2005-01-13	0.52	0.53	0.52	223450
2005-01-14	0.51	0.53	0.53	30346
2005-01-18	0.52	0.54	0.53	203140
2005-01-19	0.85	0.95	0.9	337200
2005-01-20	0.92	1.01	0.95	442848
2005-01-21	0.99	1.01	1	122208
2005-01-24	0.8	0.86	0.86	315193
2005-01-25	0.75	0.85	0.8	8920
2005-01-26	0.79	0.89	0.85	141005
2005-01-27	0.78	0.83	0.83	49968
2005-01-28	0.78	0.82	0.78	41650
2005-01-31	0.76	0.8	0.79	77930
2005-02-01	0.76	0.8	0.79	150819
2005-02-02	0.76	0.8	0.79	82442
2005-02-03	0.76	0.8	0.8	26482
2005-02-04	0.78	0.8	0.79	38603
2005-02-07	0.77	0.79	0.79	235484
2005-02-08	0.7	0.73	0.7	252072
2005-02-09	0.58	0.67	0.67	136100
2005-02-10	0.59	0.7	0.7	22600
2005-02-11	0.69	0.7	0.7	158971
2005-02-14	0.7	0.71	0.7	224579
2005-02-15	0.7	0.74	0.72	128039
2005-02-16	0.68	0.7	0.7	85945
2005-02-17	0.66	0.69	0.672	50012
2005-02-18	0.62	0.66	0.65	61936
2005-02-22	0.62	0.65	0.62	18972
2005-02-23	0.62	0.65	0.64	16100
2005-02-24	0.63	0.65	0.64	12525
2005-02-25	0.63	0.65	0.63	9237
2005-02-28	0.62	0.7	0.63	44299
2005-03-01	0.63	0.65	0.64	9300
2005-03-02	0.62	0.65	0.64	14959
2005-03-03	0.62	0.65	0.65	2585
2005-03-04	0.63	0.645	0.645	15500
2005-03-07	0.635	0.645	0.645	9000
2005-03-08	0.47	0.54	0.51	205973
2005-03-09	0.51	0.54
2005-03-10	0.51	0.62	0.51	19095
2005-03-11	0.51	0.57	0.53	12300
2005-03-14	0.53	0.58	0.55	76500
2005-03-15	0.54	0.6	0.54	28555
2005-03-16	0.54	0.55	0.55	113130
2005-03-17	0.53	0.6	0.54	34100
2005-03-18	0.53	0.6	0.53	1200
2005-03-21	0.49	0.55	0.53	14200
2005-03-22	0.52	0.55	0.54	19202
2005-03-23	0.55	0.6	0.55	49155
2005-03-24	0.56	0.6	0.6	8149
2005-03-28	0.56	0.6	0.56	7341
2005-03-29	0.53	0.58	0.56	31400
2005-03-30	0.52	0.57	0.57	20800
2005-03-31	0.52	0.57	0.53	12800
2005-04-01	0.52	0.57	0.53	1416
2005-04-04	0.53	0.57	0.57	17196
2005-04-05	0.52	0.57	0.54	20990
2005-04-06	0.52	0.57	0.57	2000
2005-04-07	0.43	0.55	0.55	21894
2005-04-08	0.42	0.55	0.5	8603
2005-04-11	0.42	0.55
2005-04-12	0.44	0.525	0.525	13112
2005-04-13	0.47	0.54	0.5	66016
2005-04-14	0.47	0.54	0.51	12866
2005-04-15	0.44	0.51	0.47	19084
2005-04-18	0.44	0.51	0.5	27778
2005-04-19	0.45	0.51	0.51	8738
2005-04-20	0.46	0.51	0.5	20917
2005-04-21	0.45	0.56	0.47	3800
2005-04-22	0.45	0.5	0.47	7000
2005-04-25	0.56	0.65	0.56	42480
2005-04-26	0.56	0.67	0.67	8000
2005-04-27	0.54	0.57	0.57	7080
2005-04-28	0.54	0.67	0.54	1875
2005-04-29	0.54	0.62	0.56	2000
2005-05-02	0.54	0.58	0.54	30950
2005-05-03	0.54	0.58	0.54	24500
2005-05-04	0.54	0.58	0.54	400
2005-05-05	0.54	0.58
2005-05-06	0.55	0.62	0.58	73504
2005-05-09	0.56	0.59	0.59	27200
2005-05-10	0.56	0.61	0.61	14900
2005-05-11	0.59	0.63	0.6	50329
2005-05-12	0.59	0.63
2005-05-13	0.5	0.56	0.54	37040
2005-05-16	0.51	0.58	0.56	11000
2005-05-17	0.5	0.52	0.53	24196
2005-05-18	0.52	0.56	0.55	53500
2005-05-19	0.52	0.58	0.55	99000
2005-05-20	0.52	0.58
2005-05-23	0.53	0.58	0.58	23930
2005-05-24	0.47	0.56	0.54	251974
2005-05-25	0.39	0.42	0.42	498281
2005-05-26	0.39	0.45	0.45	200400
2005-05-27	0.51	0.54	0.52	50000
2005-05-31	0.5	0.54	0.5	34500
2005-06-01	0.5	0.54	0.54	41150
2005-06-02	0.5	0.52	0.52	16150
2005-06-03	0.5	0.52	0.52	7000
2005-06-06	0.5	0.55	0.51	13900
2005-06-07	0.48	0.5	0.48	19906
2005-06-08	0.44	0.5	0.44	24900
2005-06-09	0.44	0.47	0.45	51398
2005-06-10	0.44	0.47
2005-06-13	0.45	0.47	0.47	9200
2005-06-14	0.45	0.47	0.47	310
2005-06-15	0.44	0.47	0.47	32877
2005-06-16	0.45	0.47	0.47	42200
2005-06-17	0.45	0.47	0.47	11500
2005-06-20	0.45	0.49	0.49	35500
2005-06-21	0.45	0.49	0.45	36400
2005-06-22	0.45	0.48	0.45	21300
2005-06-23	0.45	0.48	0.48	5000
2005-06-24	0.445	0.47	0.45	138436
2005-06-27	0.445	0.46	0.47	400
2005-06-28	0.445	0.48	0.46	1300
2005-06-29	0.45	0.47	0.45	72811
2005-06-30	0.44	0.45	0.45	138989
2005-07-01	0.44	0.46	0.46	7000
2005-07-05	0.44	0.46	0.45	2000
2005-07-06	0.44	0.45	0.44	33560
2005-07-07	0.41	0.44	0.44	38737
2005-07-08	0.405	0.45	0.43	119000
2005-07-11	0.35	0.39	0.37	166291
2005-07-12	0.4	0.45	0.45	71000
2005-07-13	0.41	0.45	0.45	123400
2005-07-14	0.465	0.52	0.52	123000
2005-07-15	0.46	0.54	0.46	62700
2005-07-18	0.505	0.54	0.45	15200
2005-07-19	0.42	0.48	0.42	42600
2005-07-20	0.44	0.48	0.42	3500
2005-07-21	0.44	0.48
2005-07-22	0.45	0.48	0.44	4000
2005-07-25	0.4	0.51	0.5	72265
2005-07-26	0.47	0.5	0.49	33300
2005-07-27	0.455	0.53	0.51	12370
2005-07-28	0.445	0.53
2005-07-29	0.51	0.52	0.52	24500
2005-08-01	0.505	0.51	0.515	37450
2005-08-02	0.42	0.49	0.445	325637
2005-08-03	0.42	0.47	0.48	177150
2005-08-04	0.45	0.48	0.45	53185
2005-08-05	0.45	0.52	0.45	69330
2005-08-08	0.48	0.52	0.5	8000
2005-08-09	0.45	0.52	0.5	67888
2005-08-10	0.45	0.52	0.45	18118
2005-08-11	0.45	0.52	0.475	7500
2005-08-12	0.45	0.52
2005-08-15	0.45	0.52
2005-08-16	0.45	0.52
2005-08-17	0.45	0.52	0.51	308
2005-08-18	0.45	0.52	0.48	1600
2005-08-19	0.45	0.51	0.52	1800
2005-08-22	0.45	0.5	0.5	15450
2005-08-23	0.45	0.5	0.46	6000
2005-08-24	0.45	0.5	0.45	1000
2005-08-25	0.45	0.5
2005-08-26	0.45	0.5	0.5	8321
2005-08-29	0.45	0.5	0.45	12540
2005-08-30	0.45	0.5	0.45	4875
2005-08-31	0.46	0.51	0.46	2400
2005-09-01	0.46	0.51	0.51	2500
2005-09-02	0.46	0.51	0.46	2900
2005-09-06	0.46	0.51	0.46	4500
2005-09-07	0.46	0.51	0.46	368
2005-09-08	0.46	0.51
2005-09-09	0.46	0.51	0.5	4950
2005-09-12	0.46	0.5	0.49	17170
2005-09-13	0.46	0.51	0.5	94996
2005-09-14	0.46	0.5	0.5	35000
2005-09-15	0.46	0.5
2005-09-16	0.46	0.5	0.46	11838
2005-09-19	0.45	0.5	0.5	3899
2005-09-20	0.45	0.5	0.5	11500
2005-09-21	0.45	0.5
2005-09-22	0.45	0.5	0.5	6000
2005-09-23	0.46	0.505	0.5	68158
2005-09-26	0.45	0.49	0.47	34000
2005-09-27	0.45	0.49	0.49	5121
2005-09-28	0.48	0.5	0.48	96000
2005-09-29	0.47	0.49	0.49	29480
2005-09-30	0.45	0.49	0.48	15200
2005-10-03	0.45	0.49	0.45	5200
2005-10-04	0.46	0.5	0.49	38400
2005-10-05	0.46	0.5	0.46	8000
2005-10-06	0.42	0.5	0.42	99607
2005-10-07	0.42	0.5	0.49	19500
2005-10-10	0.45	0.47	0.47	3002
2005-10-11	0.42	0.46	0.46	33600
2005-10-12	0.35	0.4	0.36	410152
2005-10-13	0.36	0.44	0.36	35426
2005-10-14	0.14	0.15	0.14	1094934
2005-10-17	0.037	0.04	0.037	1069546
2005-10-18	0.03	0.04	0.03	365233
2005-10-19	0.035	0.045	0.035	32300
2005-10-20	0.022	0.025	0.023	370139
2005-10-21	0.025	0.03	0.025	63500
2005-10-24	0.025	0.03	0.028	91700
2005-10-25	0.03	0.038	0.03	99860
2005-10-26	0.03	0.035
2005-10-27	0.03	0.035
2005-10-28	0.03	0.035
2005-10-31	0.025	0.027	0.026	119900
2005-11-01	0.021	0.022	0.02	153000
2005-11-02	0.02	0.022	0.02	171000
2005-11-03	0.02	0.022	0.02	57500
2005-11-04	0.02	0.022	0.02	2000