Global Non-Invasive Prenatal Testing (NIPT) Market

Published Year: 2018

The global NIPT market is expected to reach $5.67 billion by 2028.

$5000

Report

Primary Highlights Of The Report

Market Overview

Market Overview

Key Questions Answered in this Report:

Key Questions Answered in this Report:

Report Description

Report Description

Table of Contents

        1.1   Introduction
        1.2   NIPT Approach
        1.3   Different Methods of NIPT
        1.4   Benefits and Risks Associated with NIPT
        1.5   Technological Advancements
        1.6   World Economic Outlook of Prenatal Testing Market, 2017
        1.7   Global NIPT Market Scenario
        1.8   Assumptions and Limitations for Market Size Calculations

        2.1   Overview
        2.2   Impact Analysis
        2.3   Market Drivers
        2.4   Market Restraints
        2.5   Market Opportunities

        3.1   Introduction
        3.2   Key Developments and Strategies
                3.2.1   Product Launches and Enhancements
                3.2.2   Joint Ventures, Partnerships, and Collaborations
                3.2.3   Mergers and Acquisitions
                3.2.4   Business Expansions, Awards, Recognitions, Certifications, and Others
        3.3   Market Share Analysis
        3.4   Growth Share Matrix (by Test), 2017
        3.5   Growth Share Matrix (by Region), 2017
        3.6   Key Stakeholders of NIPT Market
        3.7   Industry Attractiveness
                3.7.1   Bargaining Power of Suppliers
                3.7.2   Bargaining Power of Buyers
                3.7.3   Threat of New Entrants
                3.7.4   Threat of Substitute Products
                3.7.5   Intensity of Competitive Rivalry

        4.1   Introduction
        4.2   Patent Analysis
        4.3   Clinical Laboratory Improvement Amendments (CLIA) Program
        4.4   List of Regulatory Bodies

        5.1   Overview
        5.2   Verifi
        5.3   MaterniT21 PLUS and MaterniT GENOME
        5.4   PrenaTest, GeneSafe, and PrenatalSAFE
        5.5   Panorama
        5.6   QNatal Advanced
        5.7   Harmony
        5.8   IONA
        5.9   NIFTY
       5.10  Bambni
       5.11  Others

        6.1   Overview
        6.2   cf-DNA
        6.3   FCMB

        7.1   Overview
        7.2   NGS
        7.3   MPSS
        7.4   Others

        8.1   Overview
        8.2   Trisomy Detection
        8.3   Microdeletion Detection
        8.4   Others

        9.1   Overview
        9.2   Global Insights
        9.3   North America
                9.3.1   North America Market Dynamics
                9.3.2   North America Market (by Country)
                           9.3.2.1   The U.S.
                           9.3.2.2   Canada
        9.4   Europe
                9.4.1   Europe Market Dynamics
                9.4.2   Europe Market (by Country)
                           9.4.2.1   The U.K.
                           9.4.2.2   Germany
                           9.4.2.3   France
                           9.4.2.4   Italy
                           9.4.2.5   Spain
                           9.4.2.6   The Netherlands
                           9.4.2.7   Belgium
                           9.4.2.8   Switzerland
                           9.4.2.9   Sweden
                           9.4.2.10  Denmark
                           9.4.2.11  Poland
                           9.4.2.12  Russia
                           9.4.2.13  Rest-of-Europe
        9.5   Asia-Pacific
               9.5.1   Asia-Pacific Market Dynamics
               9.5.2   Asia-Pacific (by Country)
                          9.5.2.1   China
                          9.5.2.2   Japan
                          9.5.2.3   Australia
                          9.5.2.4   India
                          9.5.2.5   Singapore
                          9.5.2.6   Hong Kong 
                          9.5.2.7   Malaysia
                          9.5.2.8   Indonesia
                          9.5.2.9   Vietnam
                          9.5.2.10  South Korea
                          9.5.2.11  Philippines
                          9.5.2.12  Thailand
                          9.5.2.13  Rest-of-Asia-Pacific
        9.6   Rest-of-the-World

          10.1   Overview
          10.2   Agilent Technologies, Inc.
                    10.2.1   Overview
                    10.2.2   Corporate Summary
                    10.2.3   Product Offerings for Global NIPT Market
                    10.2.4   Financials
                                 10.2.4.1   Financial Summary
                    10.2.5   SWOT Analysis
          10.3   Annoroad Gene Technology
                    10.3.1   Overview
                    10.3.2   Corporate Summary
                    10.3.3   Product Offerings for Global NIPT Market
                    10.3.4   SWOT Analysis
          10.4   Berry Genomics Co., Ltd.
                    10.4.1   Overview
                    10.4.2   Corporate Summary
                    10.4.3   Product Offerings for Global NIPT Market
                    10.4.4   SWOT Analysis
          10.5   BGI Diagnosis
                    10.5.1   Overview
                    10.5.2   Corporate Summary
                    10.5.3   Product Offerings for Global NIPT Market
                    10.5.4   SWOT Analysis
          10.6   Centogene AG
                    10.6.1   Overview
                    10.6.2   Corporate Summary
                    10.6.3   Product Offerings for Global NIPT Market
                    10.6.4   SWOT Analysis
          10.7   Counsyl, Inc. (Subsidiary of  Myriad Genetics, Inc.)
                    10.7.1   Overview
          10.8   Myriad Genetics, Inc.
                    10.8.1   Overview
                    10.8.2   Corporate Summary
                    10.8.3   Product Offerings for Global NIPT Market
                    10.8.4   Financials
                                 10.8.4.1   Financial Summary
                    10.8.5   SWOT Analysis
          10.9   LifeCodexx AG (Subsidiary of Eurofins Scientific)
                    10.9.1   Overview
         10.10  EUROFINS Genoma Group (Subsidiary of Eurofins Scientific)
                    10.10.1   Overview
         10.11  Eurofins Scientific
                   10.11.1   Overview
                   10.11.2   Corporate Summary
                   10.11.3   Product Offerings for Global NIPT Market
                   10.11.4   Financials
                                  10.11.4.1   Financial Summary
                   10.11.5   SWOT Analysis
         10.12  F. Hoffmann-La Roche AG
                    10.12.1   Overview
                    10.12.2   Corporate Summary
                    10.12.3   Product Offerings for Global NIPT Market
                    10.12.4   Financials
                                   10.12.4.1   Financial Summary
                    10.12.5   SWOT Analysis
          10.13  Illumina, Inc.
                     10.13.1   Overview
                     10.13.2   Corporate Summary
                     10.13.3   Product Offerings for Global NIPT Market
                     10.13.4   Financials
                                    10.13.4.1   Financial Summary
                      10.13.5   SWOT Analysis
           10.14  Natera, Inc.
                      10.14.1   Overview
                      10.14.2   Corporate Summary
                      10.14.3   Product Offerings for Global NIPT Market
                      10.14.4   Financials
                                     10.14.4.1   Financial Summary
                       10.14.5   SWOT Analysis
            10.15  Next Biosciences
                       10.15.1   Overview
                       10.15.2   Corporate Summary
                       10.15.3   Product Offerings for Global NIPT Market
                       10.15.4   SWOT Analysis
            10.16  NIPD Genetics
                       10.16.1   Overview
                       10.16.2   Corporate Summary
                       10.16.3   Product Offerings for Global NIPT Market
                       10.16.4   SWOT Analysis
            10.17  PerkinElmer, Inc.
                       10.17.1   Overview
                       10.17.2   Corporate Summary
                       10.17.3   Product Offerings for Global NIPT Market
                       10.17.4   Financials
                                      10.17.4.1   Financial Summary
                       10.17.5   SWOT Analysis
            10.18  Premaitha Health Plc
                       10.18.1   Overview
                       10.18.2   Corporate Summary
                       10.18.3   Product Offerings for Global NIPT Market
                       10.18.4   Financials
                                      10.18.4.1   Financial Summary
                       10.18.5   SWOT Analysis
            10.19  Quest Diagnostics Incorporated
                       10.19.1   Overview
                       10.19.2   Corporate Summary
                       10.19.3   Product Offerings for Global NIPT Market
                       10.19.4   Financials
                                      10.19.4.1   Financial Summary
                       10.19.5   SWOT Analysis
            10.20  Sequenom, Inc. (Subsidiary of Laboratory Corporation of America Holdings)
                       10.20.1   Overview
            10.21   Laboratory Corporation of America Holdings
                        10.21.1   Overview
                        10.21.2   Corporate Summary
                        10.21.3   Product Offerings for Global NIPT Market
                        10.21.4   Financials
                                       10.21.4.1   Financial Summary
                        10.21.5   SWOT Analysis

          11.1   Scope of the Report
          11.2   Global NIPT Market Segmentation
          11.3   Research Methodology
                    11.3.1   Primary Research
                    11.3.2   Secondary Research
                    11.3.3   Key Data Points from Primary Sources 
                    11.3.4   Key Data Points from Secondary Sources 
                    11.3.5   Data Triangulation
                    11.3.6   Top-Down Approach (Segment Wise Analysis)
                    11.3.7   Bottom-Up Approach (Segmental Analysis)
          11.4   Assumptions and Limitations
          11.5   Data and Prediction Modelling

1    Global NIPT Market (2017 and 2028)
2    Major Chromosomal Aneuploidies
3    Incidence Rate of Major Chromosomal Aneuploidies
4    Technological Approach for NIPT
5    Impact Analysis of Market Dynamics
6    List of Regulatory Authorities involved in CLIA Program 
7    List of Regulatory Bodies
8    NIPT Market (by Test), 2017-2028, ($Million)
9    NIPT Market (by Test), 2017-2028, (Units)
10    North America NIPT Market (by Test), 2017-2028, ($Million)
11    North America NIPT Market (by Test), 2017-2028, (Units)
12    Europe NIPT Market (by Test), 2017-2028, ($Million)
13    Europe NIPT Market (by Test), 2017-2028, (Units)
14    Europe NIPT Market (by Country), 2017-2028, ($Million)
15    Europe NIPT Market (by Country), 2017-2028, (Units)
16    Asia-Pacific NIPT Market (by Test), 2017-2028, ($Million)
17    Asia-Pacific NIPT Market (by Test), 2017-2028, (Units)
18    Asia-Pacific NIPT Market (by Country), 2017-2028, ($Million)
19    Asia-Pacific NIPT Market (by Country), 2017-2028, (Units)
20    Rest-of-the-World NIPT Market (by Test), 2017-2028, ($Million)
21    Rest-of-the-World NIPT Market (by Test), 2017-2028, (Units)

1    Impact of Market Drivers and Market Restraints
2    Market Statistics
3    Global NIPT Market (by Test), $Million
4    Global NIPT Market (by Test), Units
5    Global NIPT Market (by Method), 2017
6    Global NIPT Market (by Method), 2028
7    Global NIPT Market (by Application), 2017
8    Global NIPT Market (by Application), 2028
9    Global NIPT Market Value (by Region), 2017 and 2028
10    Global NIPT Market Volume (by Region), 2017 and 2028
11    Global NIPT Market (by Region), 2017
12    Global NIPT Market (by Region), 2028
13    Prenatal Testing Timeline During Pregnancy
14    Different Indications for NIPT
15    NIPT Approach
16    Benefits and Risks Associated with NIPT
17    Ecosystem Players of Global Prenatal Testing Market
18    Global Prenatal Testing Market: Opportunity Matrix
19    Global NIPT Market Value (2017-2028)
20    Global NIPT Market Volume (2017-2028)
21    Competitive Landscape (January 2014-August 2018)
22    Share of Key Developments and Strategies (January 2014-August 2018)
23    Product Launch Share, by Companies
24    Joint Ventures, Partnerships, and Collaborations Share, by Companies
25    Market Share Analysis
26    Growth Share Matrix (by Test), 2017
27    Growth Share Matrix (by Region), 2017
28    Porter’s Five Forces Analysis
29    Industry Insights (January 2014-August 2018)
30    Patent Share (by Assignee)
31    Classification of Tests in CLIA Program 
32    NIPT Market, by Test
33    Global NIPT Market (by Verifi), by Revenue, 2017-2028
34    Global NIPT Market (by Verifi), by Volume, 2017-2028
35    Global NIPT Market (by MaterniT21 PLUS and MaterniT GENOME), by Revenue, 2017-2028
36    Global NIPT Market (by MaterniT21 PLUS and MaterniT GENOME), by Volume, 2017-2028
37    Global NIPT Market (by PrenaTest, GeneSafe, and PrenatalSAFE), by Revenue, 2017-2028
38    Global NIPT Market (by PrenaTest, GeneSafe, and PrenatalSAFE), by Volume, 2017-2028
39    Global NIPT Market (by Panorama), by Revenue, 2017-2028
40    Global NIPT Market (by Panorama), by Volume, 2017-2028
41    Global NIPT Market (by QNatal Advanced), by Revenue, 2017-2028
42    Global NIPT Market (by QNatal Advanced), by Volume, 2017-2028
43    Global NIPT Market (by Harmony), by Revenue, 2017-2028
44    Global NIPT Market (by Harmony), by Volume, 2017-2028
45    Global NIPT Market (by IONA), by Revenue, 2017-2028
46    Global NIPT Market (by IONA), by Volume, 2017-2028
47    Global NIPT Market (by NIFTY), by Revenue, 2017-2028
48    Global NIPT Market (by NIFTY), by Volume, 2017-2028
49    Global NIPT Market (by Bambni), by Revenue, 2017-2028
50    Global NIPT Market (by Bambni), by Volume, 2017-2028
51    Global NIPT Market (by Others), by Revenue, 2017-2028
52    Global NIPT Market (by Others), by Volume, 2017-2028
53    Global NIPT Market Share (by Method), 2017
54    Global NIPT Market (by Method), by Revenue, 2017-2028
55    Global NIPT Market (by Method), by Volume, 2017-2028
56    Global NIPT Market (by cf-DNA), by Revenue, 2017-2028
57    Global NIPT Market (by cf-DNA), by Volume, 2017-2028
58    Global NIPT Market (by FCMB), by Revenue, 2017-2028
59    Global NIPT Market (by FCMB), by Volume, 2017-2028
60    Global NIPT Market Share (by Platform), 2017
61    Global NIPT Market (by Platform), by Revenue, 2017-2028
62    Global NIPT Market (by Platform), by Volume, 2017-2028
63    Global NIPT Market (by NGS), by Revenue, 2017-2028
64    Global NIPT Market (by NGS), by Volume, 2017-2028
65    Global NIPT Market (by MPSS), by Revenue, 2017-2028
66    Global NIPT Market (by MPSS), by Volume, 2017-2028
67    Global NIPT Market (by Others), by Revenue, 2017-2028
68    Global NIPT Market (by Others), by Volume, 2017-2028
69    Global NIPT Market Share (by Application), 2017
70    Global NIPT Market (by Application), by Revenue, 2017-2028
71    Global NIPT Market (by Application), by Volume, 2017-2028
72    Global NIPT Market (by Trisomy Detection), by Revenue, 2017-2028
73    Global NIPT Market (by Trisomy Detection), by Volume, 2017-2028
74    Global NIPT Market (by Microdeletion Detection), by Revenue, 2017-2028
75    Global NIPT Market (by Microdeletion Detection), by Volume, 2017-2028
76    Global NIPT Market (by Others), by Revenue, 2017-2028
77    Global NIPT Market (by Others), by Volume, 2017-2028
78    Global NIPT Market (by Region), by Revenue, 2017-2028
79    Global NIPT Market (by Region), by Volume, 2017-2028
80    Global NIPT Market Share, by Region (2017)
81    Global NIPT Market Share, by Region (2028)
82    North America NIPT Market, by Revenue, 2017-2028
83    North America NIPT Market, by Volume, 2017-2028
84    North America NIPT Market (by Country), by Revenue, 2017-2028
85    North America NIPT Market (by Country), by Volume, 2017-2028
86    The U.S. NIPT Market, by Revenue, 2017-2028
87    The U.S. NIPT Market, by Volume, 2017-2028
88    Canada NIPT Market, by Revenue, 2017-2028
89    Canada NIPT Market, by Volume, 2017-2028
90    Europe NIPT Market, by Revenue, 2017-2028
91    Europe NIPT Market, by Volume, 2017-2028
92    The U.K. NIPT Market, by Revenue, 2017-2028
93    The U.K. NIPT Market, by Volume, 2017-2028
94    Germany NIPT Market, by Revenue, 2017-2028
95    Germany NIPT Market, by Volume, 2017-2028
96    France NIPT Market, by Revenue, 2017-2028
97    France NIPT Market, by Volume, 2017-2028
98    Italy NIPT Market, by Revenue, 2017-2028
99    Italy NIPT Market, by Volume, 2017-2028
100    Spain NIPT Market, by Revenue, 2017-2028
101    Spain NIPT Market, by Volume, 2017-2028
102    The Netherlands NIPT Market, by Revenue, 2017-2028
103    The Netherlands NIPT Market, by Volume, 2017-2028
104    Belgium NIPT Market, by Revenue, 2017-2028
105    Belgium NIPT Market, by Volume, 2017-2028
106    Switzerland NIPT Market, by Revenue, 2017-2028
107    Switzerland NIPT Market, by Volume, 2017-2028
108    Sweden NIPT Market, by Revenue, 2017-2028
109    Sweden NIPT Market, by Volume, 2017-2028
110    Denmark NIPT Market, by Revenue, 2017-2028
111    Denmark NIPT Market, by Volume, 2017-2028
112    Poland NIPT Market, by Revenue, 2017-2028
113    Poland NIPT Market, by Volume, 2017-2028
114    Russia NIPT Market, by Revenue, 2017-2028
115    Russia NIPT Market, by Volume, 2017-2028
116    Rest-of-Europe NIPT Market, by Revenue, 2017-2028
117    Rest-of-Europe NIPT Market, by Volume, 2017-2028
118    Asia-Pacific NIPT Market, by Revenue, 2017-2028
119    Asia-Pacific NIPT Market, by Volume, 2017-2028
120    China NIPT Market, by Revenue, 2017-2028
121    China NIPT Market, by Volume, 2017-2028
122    Japan NIPT Market, by Revenue, 2017-2028
123    Japan NIPT Market, by Volume, 2017-2028
124    Australia NIPT Market, by Revenue, 2017-2028
125    Australia NIPT Market, by Volume, 2017-2028
126    India NIPT Market, by Revenue, 2017-2028
127    India NIPT Market, by Volume, 2017-2028
128    Singapore NIPT Market, by Revenue, 2017-2028
129    Singapore NIPT Market, by Volume, 2017-2028
130    Hong Kong NIPT Market, by Revenue, 2017-2028
131    Hong Kong NIPT Market, by Volume, 2017-2028
132    Malaysia NIPT Market, by Revenue, 2017-2028
133    Malaysia NIPT Market, by Volume, 2017-2028
134    Indonesia NIPT Market, by Revenue, 2017-2028
135    Indonesia NIPT Market, by Volume, 2017-2028
136    Vietnam NIPT Market, by Revenue, 2017-2028
137    Vietnam NIPT Market, by Volume, 2017-2028
138    South Korea NIPT Market, by Revenue, 2017-2028
139    South Korea NIPT Market, by Volume, 2017-2028
140    Philippines NIPT Market, by Revenue, 2017-2028
141    Philippines NIPT Market, by Volume, 2017-2028
142    Thailand NIPT Market, by Revenue, 2017-2028
143    Thailand NIPT Market, by Volume, 2017-2028
144    Rest-of-Asia-Pacific NIPT Market, by Revenue, 2017-2028
145    Rest-of-Asia-Pacific NIPT Market, by Volume, 2017-2028
146    Rest-of-the-World NIPT Market, by Revenue, 2017-2028
147    Rest-of-the-World NIPT Market, by Volume, 2017-2028
148    Share of Key Company Profiles (by Company Type)
149    Agilent Technologies, Inc.: Overall Product Portfolio
150    Agilent Technologies, Inc.: Product Portfolio for Global NIPT Market
151    Agilent Technologies, Inc.: Overall Financials (2015-2017)
152    Agilent Technologies, Inc.: Revenue by Business Segments (2015-2017)
153    Agilent Technologies, Inc.: Revenue by Region (2015-2017)
154    Agilent Technologies, Inc.: SWOT Analysis
155    Annoroad Gene Technology: Overall Product Portfolio
156    Annoroad Gene Technology: Product Portfolio for Global NIPT Market
157    Annoroad Gene Technology: SWOT Analysis
158    Berry Genomics Co., Ltd.: Overall Product Portfolio
159    Berry Genomics Co., Ltd.: Product Portfolio for Global NIPT Market
160    Berry Genomics Co., Ltd.: SWOT Analysis
161    BGI Diagnosis: Overall Product Portfolio
162    BGI Diagnosis: Product Portfolio for Global NIPT Market
163    BGI Diagnosis: SWOT Analysis
164    Centogene AG: Overall Product Portfolio
165    Centogene AG: Product Portfolio for Global NIPT Market
166    Centogene AG: SWOT Analysis
167    Myriad Genetics, Inc.: Overall Product Portfolio
168    Myriad Genetics, Inc.: Product Offerings for Global NIPT Market
169    Myriad Genetics, Inc.: Overall Financials (2015-2017)
170    Myriad Genetics, Inc.: Net Revenue by Business Segment (2015-2017)
171    Myriad Genetics, Inc.: SWOT Analysis
172    Eurofins Scientific: Overall Product Portfolio
173    Eurofins Scientific: Product Offerings for Global NIPT Market
174    Eurofins Scientific: Overall Financials (2015-2017)
175    Eurofins Scientific: Net Revenue by Region (2015-2017)
176    Eurofins Scientific: SWOT Analysis
177    F. Hoffmann-La Roche AG: Overall Product Portfolio
178    F. Hoffmann-La Roche AG: Product Portfolio for Global NIPT Market
179    F. Hoffmann-La Roche AG: Overall Financials (2015-2017)
180    F. Hoffmann-La Roche AG: Net Revenue by Business Segment (2015-2017)
181    F. Hoffmann-La Roche AG: Net Revenue by Diagnostics Sub-division (2015-2017)
182    F. Hoffmann-La Roche AG: Net Revenue by Region (2015-2017)
183    F. Hoffmann-La Roche AG: SWOT Analysis
184    Illumina, Inc.: Overall Product Portfolio
185    Illumina, Inc.: Product Offerings for Global NIPT Market
186    Illumina, Inc.: Overall Financials (2015-2017)
187    Illumina, Inc.: Net Revenue by Business Segment (2015-2017)
188    Illumina, Inc.: Net Revenue by Region (2015-2017)
189    Illumina, Inc.: SWOT Analysis
190    Natera, Inc.: Overall Product Portfolio
191    Natera, Inc.: Product Offerings for Global NIPT Market
192    Natera, Inc.: Overall Financials (2015-2017)
193    Natera, Inc.: Revenue by Region (2015-2017) 
194    Natera, Inc.: SWOT Analysis
195    Next Biosciences: Overall Product Portfolio
196    Next Biosciences: Product Portfolio for Global NIPT Market
197    Next Biosciences: SWOT Analysis
198    NIPD Genetics: Overall Product Portfolio
199    NIPD Genetics: Product Portfolio for Global NIPT Market
200    NIPD Genetics : SWOT Analysis
201    PerkinElmer, Inc.: Overall Product Portfolio
202    PerkinElmer, Inc.: Product Portfolio for Global NIPT Market
203    PerkinElmer, Inc.: Overall Financials (2015-2017) 
204    PerkinElmer, Inc.: Net Revenue by Business Segment (2015-2017)
205    PerkinElmer, Inc.: Net Revenue by Region (2015-2017)
206    PerkinElmer, Inc.: SWOT Analysis
207    Premaitha Health Plc: Overall Product Portfolio
208    Premaitha Health Plc: Product Portfolio for Global NIPT Market
209    Premaitha Health: Overall Financials (2015-2017)
210    Premaitha Health: Net Revenue by Region (2015-2017)
211    Premaitha Health Plc: SWOT Analysis
212    Quest Diagnostics Incorporated: Overall Product Portfolio
213    Quest Diagnostics Incorporated: Product Portfolio for Global NIPT Market
214    Quest Diagnostics Incorporated: Overall Financials (2015-2017)
215    Quest Diagnostics Incorporated: Net Revenue by Business Segment (2015-2017)
216    Quest Diagnostics Incorporated: Net Revenue by DIS Segment (2015-2017)
217    Quest Diagnostics Incorporated: SWOT Analysis
218    Laboratory Corporation of America Holdings : Overall Product Portfolio
219    Laboratory Corporation of America Holdings: Product Offerings for Global NIPT Market
220    Laboratory Corporation of America Holdings: Overall Financials  (2015-2017) 
221    Laboratory Corporation of America Holdings: Net Revenue by Business Segment (2015-2017)
222    Laboratory Corporation of America Holdings: Net Revenue by Region (2015-2017)
223    Laboratory Corporation of America Holdings: SWOT Analysis
224    Global NIPT Market Segmentation
225    Considered Factors for Data Prediction and Modeling