For this assignment, you must write a paper evaluating a minimum of three tools that can be used for statistical analysis and

For this assignment, you must write a paper evaluating a minimum of three tools that can be used for statistical analysis and reporting. 

Your evaluation should include the following:

  • Open source tools (e.g., Python, R, Octave, QGIS) and commercial software (e.g., SPSS, SAS, Tableau, ArcGIS).
  • Discussion of the characteristics of each tool with a focus on how they could be used.
  • Analysis of the trade-offs between the tools.
  • Infographics serve as visual aids where information is presented in a  way that makes it easily discernable.  You can conduct a quick internet search to find examples of infographics, or you can view an example provided under this week’s Weekly Resources and Assignments area.
  • Conclusion with tool recommendations. 

Length: 4 page paper, not including title and reference pages, plus infographic

References: Include a minimum of 5 scholarly resources.

The completed assignment should demonstrate thoughtful consideration of the ideas and concepts presented in the course by providing new thoughts and insights relating directly to this topic. The content  should reflect scholarly writing and current APA standards and attach a plagiarism report

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Get the Anaconda Cheat Sheet and then download Anaconda.

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You can install, remove, or update any Anaconda package with a few clicks in Navigator, or with a single conda command in Anaconda Prompt (terminal on Linux or macOS).

  • To try Navigator, after installing Anaconda, click the Navigator icon on your operating system’s program menu, or in Anaconda prompt (or terminal on Linux or macOS), run the command anaconda-navigator.
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All IDC research is © 2018 by IDC. All rights reserved. All IDC materials are licensed with IDC's permission and in no way does the use or publication of IDC research indicate IDC's endorsement of ORCID’s products/or strategies.

IDC #US44453318

An IDC Infographic, sponsored by ORCID | November 2018

What’s in a Name? Most names are not unique

Many people have the same name

People use di�erent versions of their name during their career

For example, 30% OF THE SCIENTISTS WHO GOT THEIR PhD IN THE UNITED KINGDOM NOW LIVE ELSEWHERE

Researchers are mobile!

Names may change through

marriage or other circumstances

Individuals use di�erent alphabets, abbreviations, or naming conventions

Research institutions and organizations therefore find it hard to

Identify, track, and report on researchers’ a�liations and contributions (publications, peer reviews, grants, and more)

Benchmark their organization against others

Institutions Face a Rising Tide of Research

scholarly articles published per year Source: The STM Report, October 2018

Source: Science Magazine

42,500 ACTIVE SCHOLARLY PEER-

REVIEWED JOURNALS Source: The STM Report, October 2018

Tackling Information Overload ORCID is a non-profit organization, which provides a fully open and interoperable identifier to reliably connect researchers with their research contributions. The ORCID iD is a 16-digit identifier that researchers can register for and use for free.

Connects individuals and their professional contributions across disciplines, organizations, and time

Helps research institutions, funders, publishers, and other organizations better track and support research work

Enables recognition of all types of research contributions and innovation

How ORCID Works It's a registry of unique persistent identifiers for researchers

It's a global community that enables researchers to share their data with other individuals, organizations, and systems

It's a hub that connects researchers with their professional activities and contributions

Why Connect with ORCID? Hundreds of members and systems use ORCID globally

Connections to ORCID records

live ORCID iDs registered since its 2012 launch

Source: Orcid.org/statistics as of November 2018

Evidence of Institutional Value Examples of time/sta� savings achieved by implementing ORCID from around the world

UK: 0.2 – 0.4 FTEs per institution1 Portugal: 100,000 researcher hours per year2 Australia: 15-30 minutes per grant application3

How Organizations and Researchers Benefit

Save time and reduce errors with automated information-sharing and cross-system interoperability

Manage your organization name and your researchers' connections with it

Maintain links with your researchers – past, present, and future

Sponsored by ORCID

RESEARCHERSINSTITUTIONS

Spend more time doing research, less time managing it

Improve recognition and discoverability of their research

Control and manage a trusted and easily shareable record of their research activities and a�liations – for free

To learn more go to https://orcid.org

Three Ways to Get Involved 1. Encourage and support your researchers in getting, sharing, and using their ORCID iD

2. Invest in integrating ORCID into your systems

3. Connect data to and from your researchers’ ORCID records to support information use and reuse across organizations

The Value of Using Unique Identifiers for Researchers

OVER 3 MILLION 5.5 MILLION+

3.7 ORCID iDs created every minute 193 di�erent languages included in ORCID records 73.6% of records have granted update permissions 1.97 record updates made per second

1. Jisc/ARMA Institutional ORCID Implementation and Cost Benefit Analysis Report 2015 2. Cátia Laranjeira, FCT – Fundação para a Ciência e a Tecnologia 2017 3. Australian Research Council governance meeting, September 2018

"Having ORCID iDs for most of our researchers has helped in providing authoritative accounts in our various databases, ensuring accuracy in reviewer identities, and helping editors find reviewers and check expertise."

—Brooks Hanson, Executive Vice President, Science, American Geophysical Union

Institutions must increasingly recognize and demonstrate the impact of all types of research contributions

■ Live ORCID iDs ■ w/at least 1 education

■ w/at least 1 employee ■ w/at least 1 work

6M

5M

4M

3M

2M

1M

2012 2013 2014 2015 2016 2017 2018

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