Description
The a-s-s-e-s-s-m-e-n-t will
More specifically, she asks you to:
1. Randomly select 300 companies from the given data set and do the following analyses
based on this sample of 300 companies.
2. Identify the variables and their types and scales of measurement. Is the data time series
or cross-sectional? Please explain.
3. Provide a table in which you summarise the complete descriptive statistics on ‘stock
return’ and ‘firm size’ (including but NOT limited to measures of central location,
measures of variability, coefficient of variation (where applicable), etc.).
4. Prepare two bar charts to represent the frequency distribution of stock exchanges and
industries graphically.
5. Develop tables to provide joint information on:
a. Stock exchanges and average stock return.
b. Different industries and average stock return.
6. Graphically demonstrate the output of Question 5.
7. Provide a scatter plot and correlation analysis for
2
a. Stock return and firm size
b. Stock return and past return
c. Stock return and past trading volume
Please see the questions shown in the screenshot. I will send you all the info after being hired, eg PPTs, student access etc. Please send a draft in 12hrs -1 day time, day 2, and day 3 as well. + Will need to draft some questions to ask the teacher and revise base on feedback (Send bk ard in 1 day max)
Unformatted Attachment Preview
An Analysis of Heavenly Chocolates’ Online Consumers
Introduction
Heavenly Chocolates, a company manufacturing and selling quality chocolate products at its
plant and retail store located in New York, is looking into developing a report on its online shop,
which was developed two years ago. The aim is to develop an inferential analysis into providing a
basis on which to develop strategies to further increase its sales from its online shop. Using 50
Heavenly Chocolate transactions selected from the previous month’s sales as the sample, this report
firstly categorises and describes the variables in the method section, followed by providing descriptive
statistics and correlations of variables. At the end of the report, conclusion and recommendations are
drawn based on the analysis.
Methodology
Sample
The data set provided for this report consists of a sample of 50 Heavenly Chocolate transactions
randomly selected from the previous month’s sales. The data is cross-sectional as it is without regard
to differences in time.
Data and variable
Information about the day of the week each transaction was made, the type of browser the
customer used, the time spent on the website, the number of website pages viewed, and the amount
spent by each of the 50 customers is collected. Anderson et al. (2011, p.19) explains that variables are
characteristics of interest in reference to the elements. Overall the data set consists of 50 observations
and 250 measurements. Table 1 displays the variables of interest, their classification and their scale of
measurement.
Table 1. Type and classification of data.
Qualitative or
quantitative
Measurement
scale
Day of the week each transaction was made
Qualitative
Ordinal
Type of browser the customer used
Qualitative
Nominal
Time spent on the website
Quantitative
Ratio
(Continuous)
Number of website pages viewed
Quantitative
(discrete)
Ratio
(Discrete)
Amount spent
Quantitative
Ratio
(Continuous)
Excel’s Data Analysis Tool is used for the statistical analysis.
Analysis and Results
Descriptive statistics
1
The descriptive statistic table 2 shows that on average, online consumers spent $68.1 every day
purchasing the chocolate. At the same time, the coefficient variation is 0.47, i.e., the standard
deviation of amount spent is about 0.47 of the mean. Distributions with a coefficient of variation to be
less than 1 are considered to be low-variance (Asimow & Maxwell, 2015). Such a coefficient
variation of 0.47 hence suggests a low variance of the amount spent by the consumers online. Hence,
we may have a safe expectation of the consumers’ spending per day. Moreover, table 2 also shows an
average consumer spent 12.8 hours per day on line and viewed 4.8 pages.
Table 2 Descriptive statistics of amount spent, time spent and page viewed.
amount spent
time spent
page viewed
Mean
68.13
Mean
12.81
Mean
4.82
Standard
Error
4.57
Standard
Error
0.86
Standard
Error
0.29
Median
62.15
Median
11.40
Median
4.50
Mode
#N/A
Mode
11.40
Mode
4.00
Standard
Deviation
32.34
Standard
Deviation
6.06
Standard
Deviation
2.04
Sample
Variance
1046.12
Sample
Variance
36.76
Sample
Variance
4.15
Kurtosis
0.88
Kurtosis
2.40
Kurtosis
0.17
Skewness
1.05
Skewness
1.45
Skewness
0.65
Range
140.67
Range
28.60
Range
8.00
Minimum
17.84
Minimum
4.30
Minimum
2.00
Maximum 158.51
Maximum 32.90
Maximum 10.00
Sum
3406.41
Sum
640.50
Sum
241.00
Count
50.00
Count
50.00
Count
50.00
Table 3 shows the number of consumers making online transactions in a week. It seems 40% of
the consumers make the real purchase on Friday and Monday. Relatively less transactions occur on
Tuesday and Saturday. The least number of consumers make real purchase on Wednesday, Thursday
and Sunday.
Table 3. Number of consumers making online transactions in a week
Day
Frequency
Relative Frequency
Cumulative relative frequency
Mon
9
18%
18%
Tue
7
14%
32%
Wed
6
12%
44%
Thu
5
10%
54%
2
Fri
11
22%
76%
Sat
7
14%
90%
Sun
5
10%
100%
Total
50
Figure 1 shows the number of consumers using different types of browsers. More than half of the
consumers use Microsoft Edge to browse the website. There are also some consumers using Apple
Safari or Google Chrome. Such results imply that if company would like to improve the online
purchasing experience for consumers or develop more functions for their website, they’d better start
from Microsoft Edge as this will help them grab the greatest number of the consumers.
Figure 1. Number of consumers using different
types of browsers
Number of Consumers
30
25
20
15
10
5
0
Apple Safari
Google Chrome
Microsoft Edge
Brower
Correlation analysis
To understand how the consumers’ online habits correlate with consumers’ online spending, we
calculated the correlation coefficient between two features of consumers’ online behaviors and their
online spending. Scatter plots figure 2 and figure 3 were firstly developed to show there is a positive
relationship between time spent online and online spending, as well as page viewed and the online
spending.
3
amount spent
Figure 2. Scatter plot of time spent online and online spending
180.00
160.00
140.00
120.00
100.00
80.00
60.00
40.00
20.00
0.00
0.0
5.0
10.0
15.0
20.0
25.0
30.0
35.0
time spent
Amount Spent ($)
Linear (Amount Spent ($))
Figure 2. Scatter plot of pages viewed and online spending
amount spent
200.00
150.00
100.00
50.00
0.00
0
2
4
6
8
10
12
page viewed
Amount Spent ($)
Linear (Amount Spent ($))
Table 4 shows the correlation between time spent online and amount spent. It shows the two
variables are positively related at a moderate level 0.58. It might be that those people spending more
time surfing internet are more likely to make purchase from online shops. This is reasonable in that
those tech-savvy people are probably well versed of the online shopping platform and have high
confidence about online shopping.
Table 4 Correlation between time spent online and Online Spending
Time (min)
Time (min)
1
Amount Spent ($)
0.58
Online Spending ($)
1
Table 5 shows the correlation between pages viewed and amount spent. A correlation coefficient
between Page Viewed and Amount Spent is 0.72, suggesting that the two variables are highly related
in a positive way. It might be that those people surfing more internet pages are more likely to spend
on online shops. This could be attributed to two reasons. First, in that those tech-savvy people are
probably well versed of the online shopping platform and have high confidence about online
shopping. Second, they might be also purchasing online from other websites. Hence, it might help the
4
sales if the company can figure out other important online platform or webpages that the consumers
are interested in and put its ad on those webpages.
Table 5 Correlation between pages viewed and amount spent
Pages Viewed
Pages Viewed
1
Amount Spent ($)
0.72
Online Spending
($)
1
Conclusion and Recommendation
This report has provided descriptive statistics and correlations of variables. It is found that
sampled consumers tend to spend more on Friday and Saturday, while less on other days.
Accordingly, recommendation can be given to the company that to further increase the online sale,
more promotional effort such as discount can be provided on other days of the week.
Secondly, most of the sample consumers are using internet explorer. Therefore, if company
would like to improve the online purchasing experience for consumers or develop more functions for
their website but with a tight budget, they’d better start from internet explorer as this will help them
grab the most number of the consumers.
Lastly, it is found that there is also moderate to high correlation between time spent online, pages
viewed and online spending. Such results imply that it might help the sales if the company can figure
out other important online platform or webpages that the consumers are interested in and put its ad on
those webpages. Thus, consumers spending time on those allied websites will be exposed to the
promotional message of the company, which might trigger their purchasing intention and behavior.
5
Reference
Anderson, D. R., Sweeney, D. J., Williams, T. A., Camm, J. D., Cochran, J. J., & Weiers, R.
M. (2014). BU1007 Business Data Analysis and Interpretation (1st ed.). Cengage
Learning Australia Pty Limited.
Asimow, L. & Maxwell, M. 2015. Probability and Statistics with Applications: A Problem Solving
Text. ACTEX Publications.
6
The start of my career in an asset management firm
You have recently completed a Bachelor of Business degree through the College of Business,
Law and Governance at James Cook University (JCU) and have been appointed as a junior
member in an asset management firm in Singapore. This is your first full-time position, and
you are on probation for three months. You feel a little anxious, but you are keen to make
an excellent impression to secure your position.
It is Monday morning of your second week in the position. On arrival, your boss calls you
into her office. Before she hands over some project to you, your boss wants to understand
how familiar you are with statistical knowledge and skills. She gives you a dataset of 2000
stocks listed in the U.S. market. The data contain the firm and stock information in a month.
You need to utilise your statistical knowledge to describe and summarise the data. More
importantly, you need to identify the factors affecting stock returns and give your
recommendations for investors in the U.S. stock market. Your boss asks you to complete the
report within three days.
More specifically, she asks you to:
1. Randomly select 300 companies from the given data set and do the following analyses
based on this sample of 300 companies.
2. Identify the variables and their types and scales of measurement. Is the data time series
or cross-sectional? Please explain.
3. Provide a table in which you summarise the complete descriptive statistics on ‘stock
return’ and ‘firm size’ (including but NOT limited to measures of central location,
measures of variability, coefficient of variation (where applicable), etc.).
4. Prepare two bar charts to represent the frequency distribution of stock exchanges and
industries graphically.
5. Develop tables to provide joint information on:
a. Stock exchanges and average stock return.
b. Different industries and average stock return.
6. Graphically demonstrate the output of Question 5.
7. Provide a scatter plot and correlation analysis for
1
a. Stock return and firm size
b. Stock return and past return
c. Stock return and past trading volume
What insights can be gained from these analyses?
8. Are your results consistent with the research findings in the related literature? What are
your recommendations to investors in the U.S. stock market?
2
Report Structure for BU1007
All written assignments must follow specific structures that allow the document to be easily read and
understood. A formal report should contain the following sections, in the order given. Some sections are
NOT REQUIRED in the report for BU1007 as noted below.
1. Assignment cover sheet
2. Letter of transmittal (not required)
3. Title page
4. Table of contents
5. Executive summary (not required)
6. Introduction
7. The body
8. Conclusions and recommendations
9. List of references
10. Appendices (if applicable)
Table of contents
The table of contents should be listed on a new page of the report and, as for the executive summary, this
page is numbered using a roman numeral (e.g. ii). Sections are listed in the order in which they appear in
the report and the corresponding page numbers should be shown. Page 1 of the report, usually the
introduction, follows the executive summary, and all subsequent sections are then numbered using Arabic
numerals (2, 3, 4 etc.).
TABLE OF CONTENTS
Page
Executive summary
ii
1.
Introduction
1
2.
The current situation
2.1 Basis for operations
2.1.1 Organisational structure
2.1.2 Operations code
2.2 Sales department
2
3
5
6
7
3.
Planned development
3.1 Objectives of the company
3.1.1 Assumptions
3.2 Priorities in implementing the plans
8
9
9
10
4.
Conclusions
11
5.
Recommendations
11
List of references
12
Appendices
Appendix 1 – The organisational chart
Appendix 2 – Competitor analysis
13
14
List of tables
1
Table 1 – The financial structure
6
List of figures
Figure 1 – Graph of financial data
10
i
Sample table of contents
Introduction
The introduction has three parts:
•
•
•
purpose of the report: tell the reader why the report is being produced
limitations: any limitations encountered in the production of the report that may affect the results
of the report
the scope of the report: summarise what the report covers, how information will be presented in
the report, where the information for the report comes from and how it will be gathered (e.g.
questionnaires or other research). Be careful here once again not to simply reproduce the table of
contents; this should be an overview or summary of what will be done, not a bit-by-bit
reproduction. Focus on the important elements.
Body of report
The structure of the body of the report is directed by the assessment item. Consider the case questions and
structure this section using headings and subheadings to convey the report content. In the table of
contents above, an example structure is provided for another report topic.
Conclusions
This section should essentially summarise the main points or findings of the report. It should be based on
the information presented in the body. It is essential that you do not introduce any new information or
ideas at this stage and the use of direct quotations should be avoided. The conclusion should answer the
question: what do the findings mean?
It is important to ensure that your conclusions are consistent with the outline given in the introduction. For
this reason, it is generally recommended that the introduction be written after the main report. The
conclusion should answer the following questions. Was the purpose of the report fulfilled? Have the
specified sources of information been used? Have the areas stated been adequately tackled?
2
PERMNO Company name
10026
J & J SNACK FOODS CORP
10028
ENVELA CORP
10032
PLEXUS CORP
10044
ROCKY MOUNTAIN CHOC FAC INC NEW
10051
HANGER INC
10104
ORACLE CORP
10107
MICROSOFT CORP
10138
T ROWE PRICE GROUP INC
10145
HONEYWELL INTERNATIONAL INC
10158
AMERESCO INC
10180
AKORN INC
10182
TECH DATA CORP
10200
REPLIGEN CORP
10220
B W X TECHNOLOGIES INC
10232
ELMIRA SAVINGS BANK NY
10239
PROTECTIVE INSURANCE CORP
10252
INDEPENDENT BANK CORP MA
10253
DOCUMENT SECURITY SYSTEMS INC
10257
D L H HOLDINGS CORP
10258
CELLDEX THERAPEUTICS INC
10294
HAVERTY FURNITURE COS INC
10302
CYPRESS SEMICONDUCTOR CORP
10308
TOMPKINS FINANCIAL CORP
10318
BALCHEM CORP
10333
XOMA CORP
10355
DAILY JOURNAL CORP
10363
A M A G PHARMACEUTICALS INC
10382
ASTEC INDUSTRIES INC
10397
WERNER ENTERPRISES INC
10421
SKYWEST INC
10443
F R P HOLDINGS INC
10463
RESEARCH FRONTIERS INC
10501
AMERICAN WOODMARK CORP
10514
TRANS WORLD ENTERTAINMENT CORP
10516
ARCHER DANIELS MIDLAND CO
10517
AARONS INC
10530
MERIDIAN BIOSCIENCE INC
10547
CLEARFIELD INC
10550
PRO DEX INC COLO
10606
WATTS WATER TECHNOLOGIES INC
10629
F N B CORP PA
10645
LAKELAND INDUSTRIES INC
10649
P A M TRANSPORTATION SVCS INC
10661
CYANOTECH CORP
10693
ENCOMPASS HEALTH CORP
10696
FISERV INC
10777
FIRST CITIZENS BANCSHARES INC NC
Exchange Stock return
3
-0.084
2
-3.571
3
1.370
3
5.486
1
5.382
1
-5.629
3
4.175
3
-0.777
1
-0.868
1
7.034
3
-58.904
3
-0.890
3
4.225
1
3.243
3
0.922
3
-4.624
3
-0.606
2
10.088
3
-2.558
3
-7.083
1
0.673
3
-0.043
2
5.476
3
2.529
3
11.520
3
2.225
3
14.272
3
12.120
3
-1.007
3
3.368
3
-0.180
3
-5.346
3
1.565
3
-25.556
1
7.966
1
-2.140
3
6.776
3
2.727
3
24.741
1
2.888
1
3.221
3
4.348
3
10.556
3
-4.184
1
-1.641
3
-0.525
3
2.464
10779
10781
10812
10860
10866
10874
10886
10890
10892
10901
10909
10932
10933
10966
11006
11018
11043
11144
11154
11174
11208
11267
11275
11285
11292
11293
11308
11343
11348
11368
11369
11370
11379
11394
11397
11403
11404
11441
11442
11481
11499
11511
11533
11547
11565
11581
11587
11593
B K TECHNOLOGIES CORP
BANK SOUTH CAROLINA CORP
HEARTLAND EXPRESS INC
ORASURE TECHNOLOGIES INC
CALERES INC
BRUNSWICK CORP
DIXIE GROUP INC
UNISYS CORP
WSFS FINANCIAL CORP
INVESTORS TITLE CO
CERNER CORP
WEBSTER FINANCIAL CORP
MARKEL CORP
AXOGEN INC
FIRST LONG ISLAND CORP
FIRST BANCORP P R
PSYCHEMEDICS CORP
AMERICAN VANGUARD CORP
PHOTRONICS INC
AMERICAS CAR MART INC
O F G BANCORP
CATO CORP NEW
REPRO MED SYSTEMS INC
FIRST BANCORP NC
IMMUCELL CORP
WESBANCO INC
COCA COLA CO
SANDERSON FARMS INC
CENTURY BANCORP INC
AIR T INC
UNITED BANKSHARES INC
ENVESTNET INC
DESTINATION X L GROUP INC
THERMOGENESIS HOLDINGS INC
WASHINGTON TRUST BANCORP INC
CADENCE DESIGN SYSTEMS INC
CONSOLIDATED EDISON INC
NATIONAL HOLDINGS CORP
CITY HOLDING CO
EBIX INC
C E C O ENVIRONMENTAL CORP
C P S TECHNOLOGIES CORP
FAIR ISAAC CORP
CONMED CORP
HORIZON BANCORP INC
ACTUANT CORP
ATRION CORP
SECURITY NATIONAL FINANCIAL CORP
2
3
3
3
1
1
3
1
3
3
3
1
1
3
3
1
3
1
3
3
1
1
3
3
3
3
1
3
3
3
3
1
3
3
3
3
1
3
3
3
3
3
1
3
3
1
3
3
1.473
-0.053
-1.588
-0.864
8.817
2.059
-29.193
4.218
-1.346
-0.655
2.766
9.591
0.671
3.231
3.508
0.857
0.329
21.056
34.014
0.366
10.396
-6.978
35.759
2.532
3.000
4.441
3.652
6.426
3.106
-10.425
3.010
-2.219
3.226
35.385
4.043
-1.267
4.120
-3.610
3.108
-3.939
-2.668
-3.349
1.884
-1.095
0.956
5.985
6.641
7.576
11600
11618
11628
11636
11644
11654
11664
11674
11691
11701
11731
11748
11752
11775
11786
11790
11803
11809
11825
11844
11850
11884
11891
11896
11955
11990
11992
11995
12008
12009
12017
12036
12049
12052
12060
12062
12068
12073
12078
12146
12166
12189
12209
12211
12226
12266
12308
12310
DENTSPLY SIRONA INC
FASTENAL COMPANY
CENTRAL PACIFIC FINANCIAL CORP
HERON THERAPEUTICS INC
COMSTOCK RESOURCES INC
NATURAL ALTERNATIVES INTL INC
GREEN DOT CORP
D T E ENERGY CO
MATSON INC
INGLES MARKETS INC
ALBANY INTERNATIONAL CORP NEW
DONEGAL GROUP INC
II VI INC
JOHNSON OUTDOORS INC
S V B FINANCIAL GROUP
ALICO INC
MITEK SYSTEMS INC
CLEAN HARBORS INC
CYBEROPTICS CORP
COMMUNITY TRUST BANCORP INC
EXXON MOBIL CORP
INTERMEDIATE PARFUMS INC
M G M RESORTS INTERNATIONAL
MAXIM INTEGRATED PRODUCTS INC
WASTE MANAGEMENT INC DEL
K K R & CO INC
T C F FINANCIAL CORP NEW
COCA COLA CONSOLIDATED INC
DYCOM INDUSTRIES INC
QUAD GRAPHICS INC
XPRESSPA GROUP INC
G A T X CORP
GOLD RESOURCE CORP
GENERAL DYNAMICS CORP
GENERAL ELECTRIC CO
LABORATORY CORP AMERICA HLDGS
OLD NATIONAL BANCORP
PEOPLES UNITED FINANCIAL INC
ELECTROMED INC
CHAMPIONS ONCOLOGY INC
REPUBLIC FIRST BANCORP INC
HINGHAM INSTITUTION FOR SVGS MA
LIFEWAY FOODS INC
LINDSAY CORP
M G P INGREDIENTS INC
AVID BIOSERVICES INC
CHARTER COMMUNICATIONS INC NEW
CHINA H G S REAL ESTATE INC
3
3
1
3
1
3
1
1
1
3
1
3
3
3
3
3
3
1
3
3
1
3
1
3
1
1
3
3
1
1
3
1
2
1
1
1
3
3
2
3
3
3
3
1
3
3
3
3
0.265
4.026
1.789
-8.059
29.606
2.835
-1.936
4.756
8.108
6.908
-9.046
-2.902
15.348
18.731
8.333
6.084
7.293
3.751
3.491
4.628
2.422
3.618
4.538
8.541
1.384
-1.085
10.144
5.141
-9.414
4.009
-11.069
3.068
24.290
-2.966
-0.887
-1.811
1.162
2.424
-12.272
44.618
5.556
9.616
-2.451
6.395
6.203
39.201
3.206
-12.195
12358
12366
12369
12373
12374
12380
12437
12448
12449
12451
12452
12473
12476
12477
12480
12487
12490
12493
12503
12515
12521
12527
12558
12559
12570
12591
12592
12615
12622
12623
12629
12641
12650
12660
12667
12758
12781
12783
12788
12789
12796
12840
12872
12877
12905
12906
12908
12981
N F ENERGY SAVING CORP
BOOZ ALLEN HAMILTON HOLDING CORP
GENERAL MOTORS CO
HOWARD HUGHES CORP
INPHI CORP
PARK CITY GROUP INC
RESOLUTE FOREST PRODUCTS INC
FIRST REPUBLIC BANK S F NEW
FLEETCOR TECHNOLOGIES INC
GAIN CAPITAL HOLDINGS INC
INFUSYSTEM HOLDINGS INC
KNIGHT SWIFT TRANSPORT HDLGS INC
TARGA RESOURCES CORP
WALKER & DUNLOP INC
A C N B CORP
HOME FEDERAL BANCORP INC LA
INTERNATIONAL BUSINESS MACHS COR
QAD INC
NAVISTAR INTERNATIONAL CORP
BANKUNITED INC
LEAF GROUP LTD
IBIO INC
KINDER MORGAN INC
NEOPHOTONICS CORP
I T T INC
APOLLO GLOBAL MANAGEMENT INC
XTANT MEDICAL HOLDINGS INC
FUTUREFUEL CORP
H C A HEALTHCARE INC
HUNTINGTON INGALLS INDS INC
MAGNACHIP SEMICONDUCTOR CORP
AIR LEASE CORP
KANSAS CITY SOUTHERN
G N C HOLDINGS INC
AEVI GENOMIC MEDICINE INC
U S ECOLOGY INC NEW
SPIRE INC
THERMON GROUP HOLDINGS INC
KOSMOS ENERGY LTD DE
AMPIO PHARMACEUTICALS INC
SPIRIT AIRLINES INC
COMSTOCK MINING INC
MARATHON PETROLEUM CORP
H C 2 HOLDINGS INC
SUNCOKE ENERGY INC
S R C ENERGY INC
WESCO AIRCRAFT HOLDINGS INC
FORTUNE BRANDS HOME & SECUR INC
3
1
1
1
1
3
1
1
1
1
2
1
1
1
3
3
1
3
1
1
1
2
1
1
1
1
2
1
1
1
1
1
1
1
3
3
1
1
1
2
1
2
1
1
1
2
1
1
21.293
-2.240
2.722
14.845
6.305
7.660
4.738
6.870
-6.256
-3.373
2.033
-2.947
11.771
-1.463
7.382
-0.570
-0.305
-0.211
-11.363
4.278
8.108
124.729
7.955
7.561
6.129
8.927
-7.514
10.428
6.599
-0.314
1.932
2.671
0.748
-8.163
18.123
5.310
8.412
2.134
-4.523
24.148
3.174
57.643
-0.643
1.402
21.680
15.406
0.547
3.288
13006
13007
13019
13035
13046
13084
13085
13113
13116
13121
13124
13141
13159
13181
13188
13196
13198
13210
13244
13249
13253
13265
13284
13302
13303
13305
13316
13318
13324
13337
13343
13356
13399
13407
13412
13429
13447
13453
13455
13507
13508
13511
13521
13532
13543
13544
13556
13561
FARMERS NATIONAL BANC CORP
3
L C N B CORP
3
GENIE ENERGY LTD
1
XYLEM INC
1
UBIQUITI INC
1
MANNING & NAPIER INC
1
MARRIOTT VACATIONS WORLDWIDE COR 1
LILIS ENERGY INC
2
BONANZA CREEK ENERGY INC
1
PARETEUM CORP
3
LAREDO PETROLEUM INC
1
W P X ENERGY INC
1
FORTRESS BIOTECH INC
3
GUIDEWIRE SOFTWARE INC
1
POST HOLDINGS INC
1
RADIANT LOGISTICS INC
2
BANK OF JAMES FINL GROUP INC
3
EPAM SYSTEMS INC
1
MATADOR RESOURCES CO
1
PROTO LABS INC
1
U S SILICA HOLDINGS INC
1
C U I GLOBAL INC
3
ALLISON TRANSMISSION HLDGS INC
1
REGIONAL MANAGEMENT CORP
1
N L INDUSTRIES INC
1
REXNORD CORP NEW
1
VOCERA COMMUNICATIONS INC
1
YELP INC
1
GALECTIN THERAPEUTICS INC
3
FORUM ENERGY TECHNOLOGIES INC
1
M R C GLOBAL INC
1
PHILLIPS 66
1
TILLYS INC
1
FACEBOOK INC
3
IDEANOMICS INC
3
ALEXANDER & BALDWIN INC NEW
1
SERVICENOW INC
1
CHEMBIO DIAGNOSTICS INC
3
CHANTICLEER HOLDINGS INC
3
AMERICAN NATIONAL INS CO
3
NATRL GROCERS BY VIT COTTAGE INC
1
PALO ALTO NETWORKS INC
1
COUNTERPATH CORP
3
HOWARD BANCORP INC
3
GLOBUS MEDICAL INC
1
HI CRUSH INC
1
TARONIS TECHNOLOGIES INC
3
SOUND FINANCIAL BANCORP INC
3
7.040
4.381
-4.450
1.651
-4.168
2.959
5.259
155.720
33.677
0.298
32.870
39.634
24.757
-9.899
3.314
4.112
3.341
0.146
27.628
4.810
26.014
8.911
-0.165
-7.600
-7.783
3.261
-4.332
0.433
-11.455
28.244
2.249
-2.885
24.239
1.790
-5.998
-3.321
-0.254
9.880
-6.696
0.424
5.561
1.774
-11.429
1.321
5.237
5.234
-53.237
-0.456
13577
13579
13599
13604
13610
13621
13622
13625
13628
13687
13688
13704
13721
13730
13739
13743
13748
13761
13766
13769
13777
13788
13796
13797
13798
13802
13812
13816
13837
13844
13856
13860
13862
13863
13869
13876
13879
13883
13890
13901
13904
13906
13908
13911
13919
13921
13928
13935
HYSTER YALE MATERIALS HANDLG INC
NATIONAL BANK HOLDINGS CORP
LIFEVANTAGE CORP
BERRY GLOBAL GROUP INC
OLIN CORP
PUMA BIOTECHNOLOGY INC
REALOGY HOLDINGS CORP
SHUTTERSTOCK INC
WORKDAY INC
RH
P G & E CORP
NEOGENOMICS INC
ABBVIE INC
P B F ENERGY INC
BRIGHT HORIZONS FAM SOL INC NEW
ERA GROUP INC
TRI POINTE GROUP INC
STEMLINE THERAPEUTICS
BOISE CASCADE CO
AMERICAN SHARED HOSPITAL SVCS
AMERICAN SOFTWARE INC
ZOETIS INC
HARROW HEALTH INC
FIRST INTERNET BANCORP
ORAMED PHARMACEUTICALS INC
ARTISAN PARTNERS ASSET MGMT INC
MARIN SOFTWARE INC
MODEL N INC
EVERTEC INC
INSPIREMD INC
PEPSICO INC
SEAWORLD ENTERTAINMENT INC
TAYLOR MORRISON HOME CORP
THERAPEUTICSMD INC
DIVERSIFIED RESTAURANT HLDGS INC
HEMISPHERE MEDIA GROUP INC
M I C T INC
MILLENDO THERAPEUTICS INC
CHANNELADVISOR CORP
ALTRIA GROUP INC
VOYA FINANCIAL INC
LYON WILLIAM HOMES
PENNYMAC FINANCIAL SVCS INC NEW
IQVIA HOLDINGS INC
AMBAC FINANCIAL GROUP INC
CUSTOMERS BANCORP INC
CONOCOPHILLIPS
NATIONAL RESEARCH CORP
1
1
3
1
1
3
1
1
3
1
1
3
1
1
1
1
1
3
1
2
3
1
3
3
3
1
3
1
1
2
3
1
1
3
3
3
3
3
1
1
1
1
1
1
3
1
1
3
-0.456
-1.730
3.583
1.713
-1.541
-7.798
-7.545
3.127
-8.190
3.847
45.710
13.328
0.923
0.224
-0.153
6.270
0.000
-0.561
-3.666
-3.557
-5.882
9.816
24.480
4.714
16.780
8.932
-6.122
15.286
4.997
6.931
1.322
8.299
-5.857
-3.586
0.971
6.071
-8.715
-11.432
-4.742
2.113
4.633
-4.310
-0.787
5.843
3.602
1.839
8.492
2.542
13936
13938
13965
13976
13983
13993
14006
14008
14030
14033
14040
14072
14076
14094
14099
14102
14107
14127
14133
14135
14136
14137
14141
14172
14174
14175
14179
14182
14185
14213
14221
14229
14231
14273
14274
14276
14295
14296
14310
14328
14329
14338
14339
14355
14358
14378
14400
14401
P V H CORP
OTELCO INC
NEUBASE THERAPEUTICS INC
AIR INDUSTRIES GROUP
COTY INC
G T T COMMUNICATIONS INC
TELARIA INC
AMGEN INC
CLEARWAY ENERGY INC
ORGANOVO HOLDINGS INC
SPRINT CORP NEW
INTREXON CORP
MURPHY USA INC
CANCER GENETICS INC
MARRONE BIO INNOVATIONS INC
SPROUTS FARMERS MARKET INC
TONIX PHARMACEUTICALS HLDG CORP
ALTISOURCE ASSET MANAGEMENT CORP
NANOVIRICIDES INC
PEDEVCO CORP
RINGCENTRAL INC
RING ENERGY INC
SCIENCE APPLICATIONS INTL CORP
PIONEER POWER SOLUTIONS INC
SEQUENTIAL BRANDS GROUP INC NEW
COMMUNITY FINANCIAL CORP MD
ANTERO RESOURCES CORP
BURLINGTON STORES INC
COOPER STANDARD HOLDINGS INC
MARCUS & MILLICHAP INC
RE MAX HOLDINGS INC
ONEMAIN HOLDINGS INC
VEEVA SYSTEMS INC
CHEGG INC
CONTAINER STORE GROUP INC
EASTMAN KODAK CO
TWITTER INC
VINCE HOLDING CORP
FIRST BANK
A M C ENTERTAINMENT HOLDINGS INC
ARAMARK
HILTON WORLDWIDE HOLDINGS INC
LIQTECH INTERNATIONAL INC
RICEBRAN TECHNOLOGIES
TORCHLIGHT ENERGY RESOURCES INC
CARE COM INC
NEW HOME CO INC
ONE GAS INC
1
3
3
2
1
1
1
3
1
3
1
3
1
3
3
3
3
2
2
2
1
2
1
3
3
3
1
1
1
1
1
1
1
1
1
1
1
1
3
1
1
1
3
3
3
1
1
1
8.447
-12.423
6.667
82.250
-2.513
27.959
5.635
2.705
0.738
-29.439
-11.993
-1.616
-0.451
-32.350
-6.481
-2.273
3.540
-9.191
-8.896
2.469
-2.203
37.500
1.957
-2.991
-14.375
3.191
43.216
1.347
16.637
1.333
0.365
-2.181
-5.711
-2.218
1.442
70.956
3.688
-23.644
2.031
-11.491
-0.550
5.629
7.735
-39.004
4.466
19.952
4.018
5.289
14406
14414
14435
14441
14444
14468
14472
14478
14479
14487
14490
14495
14497
14502
14503
14504
14505
14516
14521
14523
14526
14536
14541
14542
14545
14548
14558
14567
14574
14579
14580
14593
14599
14604
14617
14625
14632
14634
14636
14641
14645
14650
14653
14663
14677
14682
14684
14689
ELEMENT SOLUTIONS INC
SANTANDER CONSUMER USA HLDGS INC
NOVA LIFESTYLE INC
SHARPSPRING INC
SINTX TECHNOLOGIES INC
PHIO PHARMACEUTICALS CORP
VARONIS SYSTEMS INC
CONTINENTAL BUILDING PRODS INC
INSTALLED BUILDING PRODUCTS INC
KNOWLES CORP
GANNETT CO INC
A10 NETWORKS INC
ACTINIUM PHARMACEUTICALS INC
CASTLIGHT HEALTH INC
OUTFRONT MEDIA INC
QUOTIENT TECHNOLOGY INC
ENLINK MIDSTREAM LLC
Q 2 HOLDINGS INC
TRINET GROUP INC
22ND CENTURY GROUP INC
APOGEE ENTERPRISES INC
BIO PATH HOLDINGS INC
CHEVRON CORP NEW
ALPHABET INC
LIPOCINE INC
PROFIRE ENERGY INC
ALLY FINANCIAL INC
GRUBHUB INC
MOELIS & CO
PAYCOM SOFTWARE INC
RUBICON PROJECT INC
APPLE INC
HENNESSY ADVISORS INC
PEOPLES FINANCIAL SERVICES CORP
ARES MANAGEMENT CORP
HERITAGE INSURANCE HOLDINGS INC
NOW INC
PARSLEY ENERGY INC
SUPERIOR DRILLING PRODUCTS INC
ZENDESK INC
AGILE THERAPEUTICS INC
BANKWELL FINANCIAL GROUP INC
FIRST MID BANCSHARES INC
QUEST RESOURCE HOLDING CORP
TRUECAR INC
RAYONIER ADVANCED MATERIALS INC
TIMKENSTEEL CORP
AEMETIS INC
1
1
3
3
3
3
3
1
1
1
1
1
2
1
1
1
1
1
1
2
3
3
1
3
3
3
1
1
1
1
1
3
3
3
1
1
1
1
2
1
3
3
3
3
3
1
1
3
-0.086
-0.764
-23.300
-8.824
-2.614
19.580
-0.512
-0.979
-3.947
-3.425
0.314
2.998
-19.370
-4.317
8.807
-5.465
29.053
-3.968
3.397
6.796
-15.010
10.207
2.886
2.457
-13.525
1.399
-4.020
12.801
-3.155
-4.353
0.990
9.878
-15.223
2.504
8.824
-2.776
0.268
26.435
-10.870
-3.000
19.048
-1.503
0.772
-16.154
-9.524
-2.041
35.052
-18.627
14690
14691
14696
14702
14707
14714
14715
14716
14719
14720
14750
14751
14759
14761
14763
14773
14774
14776
14778
14781
14782
14793
14795
14797
14810
14812
14816
14820
14823
14830
14852
14855
14862
14884
14889
14908
14925
14934
14937
14939
14941
14951
14953
14954
14960
14969
14970
14982
ARDELYX INC
CYMABAY THERAPEUTICS INC
MICHAELS COMPANIES INC
APPLIED MATERIALS INC
RADIUS HEALTH INC
ARISTA NETWORKS INC
ASPEN AEROGELS INC
CENTURY COMMUNITIES INC
MONTAGE RESOURCES CORP
AGEAGLE AERIAL SYSTEMS INC
SERVICEMASTER GLOBAL HOLDINGS IN
VERITIV CORP
ADVANCED DRAINAGE SYSTEMS INC
TRECORA RESOURCES
CATALENT INC
PAR PACIFIC HOLDINGS INC
PFENEX INC
SYNCHRONY FINANCIAL
TOWNSQUARE MEDIA INC
TRIBUNE PUBLISHING CO
TRUPANION INC
CAROLINA FINANCIAL CORP
TIMKEN COMPANY
CAREDX INC
INVESTAR HOLDING CORP
EL POLLO LOCO HOLDINGS INC
TOOTSIE ROLL INDS INC
MYOS RENS TECHNOLOGY INC
OCULAR THERAPEUTIX INC
SPARK ENERGY INC
INDEPENDENCE CONTRACT DRILLING
RYERSON HOLDING CORP
CELLECTAR BIOSCIENCES INC
VECTRUS INC
CITIZENS FINANCIAL GROUP INC
MEDLEY MANAGEMENT INC
BRAINSTORM CELL THERAPEUTICS INC
NXT ID INC
NOVUS THERAPEUTICS INC
KEYSIGHT TECHNOLOGIES INC
AVANOS MEDICAL INC
B G STAFFING INC
BOOT BARN HOLDINGS INC
DIPLOMAT PHARMACY INC
ENOVA INTERNATIONAL INC
GREAT WESTERN BANCORP INC
HUBSPOT INC
VIVINT SOLAR INC
3
3
3
3
3
1
1
1
1
2
1
1
1
1
1
1
2
1
1
3
3
3
1
3
3
3
1
3
3
3
1
1
3
1
1
1
3
3
3
1
1
1
1
1
1
1
1
1
1.009
11.364
-1.100
5.423
-10.000
4.238
13.950
-4.035
60.729
-25.268
-1.352
7.252
1.782
-7.143
8.290
-6.629
5.780
-3.742
22.053
5.112
9.918
2.459
7.074
5.117
-3.837
-6.079
-0.349
-17.687
-1.003
-16.319
26.177
10.976
19.048
0.628
5.590
1.370
7.809
-13.741
-12.545
-4.111
-2.770
1.343
11.828
-22.330
4.472
1.077
4.967
-1.224
14983
14984
14991
15028
15029
15046
15056
15057
15069
15070
15092
15108
15110
15119
15127
15145
15167
15168
15186
15187
15198
15202
15203
15215
15219
15222
15242
15254
15264
15278
15297
15315
15318
15327
15332
15351
15359
15380
15390
15394
15395
15396
15397
15398
15399
15400
15443
15452
WAYFAIR INC
ZAYO GROUP HOLDINGS INC
ATARA BIOTHERAPEUTICS INC
ASHFORD INC
CALIFORNIA RESOURCES CORP
NEVRO CORP
ADMA BIOLOGICS INC
APPLIED DNA SCIENCES INC
MARATHON OIL CORP
ARROW FINANCIAL CORP
LENDINGCLUB CORP
NEW RELIC INC
ON DECK CAPITAL INC
WORKIVA INC
CYTOSORBENTS CORP
BOX INC
SHAKE SHACK INC
VISTA OUTDOOR INC
VUZIX CORP
ZOSANO PHARMA CORP
INVITAE CORP
VULCAN MATERIALS CO
ARTS WAY MANUFACTURING INC
VOLITIONRX LTD
HEPION PHARMACEUTICALS INC
IOVANCE BIOTHERAPEUTICS INC
FRANKLIN FINANCIAL NETWORK INC
ENSERVCO CORP
SUMMIT MATERIALS INC
PARAMOUNT GOLD NEVADA CORP
INVIVO THERAPEUTICS HLDS CORP
GODADDY INC
ASSOCIATED BANC CORP
PARTY CITY HOLDCO INC
CLEARWAY ENERGY INC
FORTRESS TRANS AND INFR INV LLC
TALLGRASS ENERGY LP
ONCOSEC MEDICAL INC
FITBIT INC
MAJESCO
CABLE ONE INC
BABCOCK & WILCOX ENTERPRISES INC
TOPBUILD CORP
CHEMOURS CO
HORIZON GLOBAL CORP
ENERGIZER HOLDINGS INC NEW
BIOPHARMX CORP
EVOLENT HEALTH INC
1
1
3
2
1
1
3
3
1
3
1
1
1
1
3
1
1
1
3
3
1
1
3
2
3
3
1
2
1
2
3
1
1
1
1
1
1
3
1
3
1
1
1
1
1
1
2
1
6.418
1.197
15.904
0.170
38.073
5.153
-15.789
0.239
16.567
6.135
-8.617
-3.396
0.730
-3.044
-3.509
-8.004
-3.888
-9.662
-17.623
-18.717
-18.945
1.494
-3.810
-11.896
-23.319
21.244
0.557
-4.575
0.126
-2.101
57.825
2.320
2.799
21.244
0.605
8.495
23.506
-12.981
-5.603
-7.924
-3.031
5.202
-6.529
14.566
1.159
0.661
47.838
25.520
15454
15456
15457
15478
15482
15489
15505
15537
15540
15579
15580
15582
15585
15590
15623
15627
15644
15645
15647
15648
15649
15650
15662
15694
15707
15710
15720
15724
15729
15776
15802
15824
15826
15859
15860
15863
15917
15921
15948
15956
15980
15995
16004
16024
16044
16049
16076
16082
GLAUKOS CORP
FOOT LOCKER INC
ASTRONICS CORP
TRANSUNION
UNIVAR SOLUTIONS INC
BARNES & NOBLE EDUCATION INC
RELIANT BANCORP INC
ASTRONOVA INC
B RILEY FINANCIAL INC
TEXAS INSTRUMENTS INC
ATLANTIC AMERICAN CORP
OOMA INC
TELADOC HEALTH INC
UNIQUE FABRICATING INC
HOULIHAN LOKEY INC
PLANET FITNESS INC
S I T O MOBILE LTD
PREDICTIVE ONCOLOGY INC
S P X FLOW INC
J ALEXANDERS HOLDINGS INC
MADISON SQUARE GARDEN CO NEW
P J T PARTNERS INC
STAFFING 360 SOLUTIONS INC
PENUMBRA INC
HEWLETT PACKARD ENTERPRISE CO
EXTERRAN CORP
EDISON INTERNATIONAL
PERFORMANCE FOOD GROUP CO
PURE STORAGE INC
ANAVEX LIFE SCIENCES CORP
ASSOCIATED CAPITAL GROUP INC
INSTRUCTURE INC
SQUARE INC
AVANGRID INC
OVERSEAS SHIPHOLDING GROUP INC
ONCOCYTE CORP
G C P APPLIED TECHNOLOGIES INC
WELBILT INC
NICOLET BANKSHARES INC
ARMSTRONG FLOORING INC
UNDER ARMOUR INC
SENSEONICS HOLDINGS INC
QUORUM HEALTH CORP
AMERICAN RENAL ASSOCIATES
INGEVITY CORP
ZEDGE INC
G M S INC
SITEONE LANDSCAPE SUPPLY INC
1
1
3
1
1
1
3
3
3
3
3
1
1
2
1
1
3
3
1
1
1
1
3
1
1
1
1
1
1
3
1
1
1
1
1
2
1
1
3
1
1
2
1
1
1
2
1
1
-15.063
-2.647
-4.117
-0.811
3.501
-15.278
-0.448
-10.744
-13.797
6.722
11.299
-4.683
-0.024
9.040
3.168
1.028
-31.693
-15.534
3.101
-7.811
4.404
6.007
6.618
-7.150
0.948
45.539
10.054
9.392
6.472
7.917
8.864
-9.448
-9.491
6.304
31.429
27.841
1.520
-6.471
1.918
6.484
10.867
-11.923
61.831
9.619
-3.244
-11.244
-12.532
2.129
16083
16084
16086
16087
16119
16126
16140
16154
16158
16170
16174
16183
16268
16276
16277
16318
16319
16338
16343
16347
16378
16394
16417
16431
16432
16434
16435
16436
16437
16437
16442
16448
