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IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA UNIVERSITY ICTAK Mobile Wireless Transactions: A Framework for Secure Funds Transfer

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Page 1: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

IMPROVING LIVES THROUGH ICT

THE 2ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT)

OBWAYA MOGIRESOUTH EASTERN KENYA UNIVERSITY

ICTAK

Mobile Wireless Transactions: A Framework for Secure Funds Transfer Services

Page 2: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

DIGITAL FORENSICS FRAMEWORK FOR KENYAN

COURTS OF LAWS.

Page 3: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

Biros and Weiser (2006) defines Digital Forensics as “scientific knowledge and methods applied to the Identification,

Collection, Preservation, Examination, and Analysis of information stored or

transmitted in binary form in a manner acceptable for application in legal

matters”.

DEFINITION

Page 4: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

Abstract

Technological progress in computing in the last few years has seen a sporadic increase of digital crime.

DF has become a vehicle that organizations can use to provide good and trustworthy evidence and processes.

In this research, we have proposed a framework for DF services.

The methodology employed was mainly survey. This was facilitated by use of research tools such as questionnaires, interviews and documents review

Page 5: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

Background

Good DF is becoming a business enabler and a vehicle that organizations can use to provide good and trustworthy evidence and processes for legal cases, civil cases, dispute resolution etc

The use of DF for Legal proceedings is an emerging and interesting area of research.

In our research, we investigated some existing frameworks. It is from the identified gaps that we have proposed a generic framework for DF services for Kenyan courts of laws, tailored to meet the needs of developing countries like Kenya.

Page 6: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

Problem StatementICT has seen organizations spend a lot of time,

money in planning for incidents, natural disasters or security breaches by drafting incident response, disaster recovery and business continuity plans. However very little thought is given to the identification and preservation of digital evidence and the correct structuring of processes for possible prosecution of digital criminals (Sommer, 2008). According to Aljazeera (2005), validated frameworks and techniques to acquire e-evidence are virtually non-existent.

KACC Director –we lack Forensics lab Daily Nation Newspaper(2011).

Page 7: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

Research Objectives-were;

1. Establish the current technologies, regulatory policies, processes, procedures, practices, laws and governance on DFs and how they can be improved to meet the growing demand of digital forensics in Kenya.

2. Identify existing gaps on the DFs and suggest best practices toward an efficient DFs processes.

3.Propose appropriate framework for DF services.

4.Test validity of the proposed framework

Page 8: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

Research Questions

1. Do the existing frameworks sufficiently address the issues of digital forensics?

2. Do the existing acts like evidence Act, Penal Code Act, Criminal Procedures act and Communication Bill Act 2007 sufficiently address the issues of digital forensics?

3. Do we have the capacity in terms technologies, regulatory policies, procedures, practices and staff to meet the expected levels of DFs?

4. What are the weakness and challenges facing DFs in Kenyan courts of laws?

Page 9: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

Why is it important to solve it?

Page 10: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

Project JustificationThe increase of criminal activity places a

strain on law enforcement and governments. Courts no longer require only document-based evidence but also e-based evidence. However Law enforcement and DFs still lag behind when it comes to dealing with e-evidence obtained from digital devices (Ayers, 2007).For example in 2010,CCK ordered SIM card registration as a measure to curb growing e-crime(www.cck.go.ke).

KACC Director-DFs LABs-Daily Nation (2011)Motivation!This concern by CCK,KACC and the emerging

rise in crime are the motivating factors in our research.

Page 11: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

Literature ReviewTechnological progress ICT has seen a sporadic

increase in equipments/devices(mobile/PC/PDA) and users.

As a result, digital systems are driving e-economy translating to convenience, efficiency and reduced operational cost.

However as the popularity of these digital systems grows,(pervasive computing) there is great concern of the security of the information systems.

Criminals exploit any loopholes in current security architectures and control structures to commit digital crimes.(eg.Hague hacking; PWC-DN article on mobile banking)

In this research, we reviewed existing DFs infrastructures and frameworks. Based on the information on related works, identified weakness, we developed Generic Framework For Sound DFs For Kenyan Courts Of Laws.

Page 12: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

Existing Frameworks

So far there is no universally standardized framework for DFs. The following are some generic and proprietary frameworks:-

1. Sommer Digital Forensics; (Sommer, 2008)

2. DF Legal framework for USA (Undated)

3. An Extended Model of Cyber Crime Investigation; (Ciardhuáin, S. O. 2004).

4. DF Framework that incorporates legal issues (FORZA, 2006)

Page 13: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

Summary of DFs Frameworks Reviewed

Model Dimensions Source

Sommer Digital Forensics

People, Processes & Technology Sommer, 2008

Integrated Digital Forensics in Information Assurance

People, Technology, Policies, Processes and Stages/Phases McCumber, 2005

Legal Requirements for DF

Policies/ Processes Technology/Tools, Research, Education/Training

U.S.A undated

Cyber crime Investigation Model

Phases, Policies, Regulation, Control, Training awareness Ciardhium 2004

DF Audit Audit Gordon 2006

DF E-evidenceRequirements

Reliability, Relevance, Complete Biros and Waiser 2006

Criminal Procedure

Admissibility, Authentic, Reliable, Complete and Convincing Evidence Act Cap 80 of 2007-Kenya

Page 14: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

Dimensions of Sommer Digital Forensics; (Sommer, 2008)

Page 15: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

Dimensions of Integrated Digital Forensics in Information Assurance (McCumber, 2005)

Page 16: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

Dimensions of Digital Forensics (USA, undated)

Page 17: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

: An Extended Model of Cyber Crime Investigation; (Ciardhuáin, S. O. 2004); www.ijde.org

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Research design

The methodology employed in our research was mainly survey. Through stratified random sampling approach on clustered regions, our sample was drawn CID,KACC,HIGH COURT of Kenya and PWC.

Research Instruments In our survey we mainly used questionnaires and interview. A total of 96 questionnaire were distributed (CID-20, KACC-15, HIGH COURT-20 and PWHC-25, CBK-26. 80 were valid.

Research Methodology

Page 19: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

Through statistical analysis using SPSS, the computed Cronbach alpha coefficient for on the seven-point Likert-type perception questions is 0.8432 which is above the recommended 0.7 as shown below.

******Method 2(covariance matrix)will be used for this analysis***** R E L I A B I L I T Y A N A L Y S I S - S C A L E (A L P H A) N of Cases = 80.0 N ofStatistics for Mean Variance Std Dev

Variables Scale 23.3125 32.6986 5.7183 5

Reliability Coefficients 5 itemsAlpha = .8432 Standardized item alpha = .8467

Test of validity

Page 20: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

ANALYSIS OF DIGITAL FORENSICSRESPONSES

Page 21: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

64%=disagree

Existence of Modern and Equipped DF Lab

Existence of Modern and Equipped DF Lab

Strongly agree

Agree

somehow agree

Not sure

somehow disagree

Disagree

Strongly disagree

Pe

rce

nt

40

30

20

10

0

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80%=agree

Technology Determines Reliability of DFservices

Technology Determines Reliability of DFservices

Strongly agree

Agree

somehow agree

Not sure

somehow disagree

Disagree

Pe

rce

nt

40

30

20

10

0

Page 23: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

67%=disagree

Availability of Trained and Qualified staff on DF

Availability of Enough Trained and Qualified staff on DF

Strongly agree

Agree

somehow agree

Not sure

somehow disagree

Disagree

Strongly disagree

Pe

rce

nt

40

30

20

10

0

Page 24: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

80%=agree

Training key component to DF

Training key to DF services

Strongly agree

Agree

somehow agree

Not sure

somehow disagree

Disagree

Strongly disagree

Pe

rce

nt

50

40

30

20

10

0

Page 25: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

75%=disagree

Training and Awareness of staff on DF issues

Regular training and awaress of staff on DF issues

Strongly agree

Agree

somehow agree

Not sure

somehow disagree

Disagree

Strongly disagree

Pe

rce

nt

40

30

20

10

0

Page 26: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

50%

DF Legal Awareness

DF Legal and ethical, policies & procedures awareness

Strongly agree

Agree

somehow agree

Not sure

somehow disagree

Disagree

Strongly disagree

Pe

rce

nt

30

20

10

0

Page 27: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

50%

Current legal/policies on DF

current legal framework addresses DF

Strongly agree

Agree

somehow agree

Not sure

somehow disagree

Disagree

Strongly disagree

Pe

rce

nt

40

30

20

10

0

Page 28: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

85% =agree

Good Legal Framework Enhances DF

Proper legal framework will enhances DF

Strongly agree

Agree

somehow agree

Not sure

somehow disagree

Disagree

Pe

rce

nt

50

40

30

20

10

0

Page 29: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

75%=agree

Impact of Proper Governance

Adoption, Proliferation and Maturation of DF Depend on Governance

Strongly agree

Agree

somehow agree

Not sure

somehow disagree

Disagree

Strongly disagree

Pe

rce

nt

40

30

20

10

0

Page 30: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

50%

Proper Processes of DF

scientifically sound procedures on DF

Strongly agree

Agree

somehow agree

Not sure

somehow disagree

Disagree

Pe

rce

nt

40

30

20

10

0

Page 31: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

75%=agree

Processes on Admissibility of DF

Good processes guarantee admissibility of DF

Strongly agree

Agree

somehow agree

Not sure

somehow disagree

Disagree

Pe

rce

nt

50

40

30

20

10

0

Page 32: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

THE PROPOSED DF FRAMEWORKFOR KENYAN COURTS OF LAWS

see hyperlink-30

Page 33: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

Origins of the Proposed Framework

To mitigate DF inadmissibility , the framework is a carefully thought product of :-

1.Strengths from the existing DFI frameworks

2.Analysis of data collected from our field survey

3.Three components of a good DF framework; people, technology, and process (sommer, 2008)

4.InfoSec audit i.e. COBIT frameworks and ISO/IEC 27002: 2005 code of practice.

5.Legal requirements DF framework in USA (undated)

6. Dimensions of Integrated Digital Forensics in Information Assurance (McCumber, 2005)

 

Page 34: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

Attributes of a Good DF Processes

Authenticity

Completeness

Reliability

Admissibility

Credible to juries

Digital Forensics What are the enabling technologies/tools, policies, legal ,standards,governance,resources,procedures and training/education?

What are the attributes of a good DF?

What are the regulatory policies, standards?

What DF technologies are used?

What are the processes, procedures?

What are the tools, technology used?

What are the legal requirements?

Page 35: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

VALIDATED DF FRAMEWORK FOR KENYAN COURTS OF LAWS.

See hyperlink 69+ components

Page 36: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

Components –see hyperlink

Page 37: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

1. DEVELOPING A QUESTIONNAIRE BASED ON THE FRAMEWORK ELEMENTS.=SEE

2. REGRESSION ANALYSIS=SEE

3. AMOS=APPENDIX D4. DETAILED AMOS

Validation

Page 38: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

Application of the framework

After adequate testing of the framework, we are satisfied that it adequately covers most of the admissibility aspects of DFs services. This will tone down the inadmissibility of e-evidence in our courts of laws.

Therefore, we highly recommend this framework that will serve as a blueprint for DFs processes for the legal proceedings in Kenyan courts of laws to comprehend digital criminals since the rate of e-crime increasing day by day replacing traditional crime.

Page 39: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

CONCLUSIONS

The primary objective of the study was to

develop a Digital Forensics Framework for

Kenyan Courts of laws that will enhance growth

in DF by producing forensically sound e-evidence

before a court of law for legal proceedings.

Page 40: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

Secondary Objectives;

1.Investigate the state of existing technologies, regulatory policies and legal frameworks regarding Digital Forensics in key government and private agencies involved in DF services in Kenya.

2.Investigate which factors contribute towards reliability, admissibility and authenticity of Digital Forensics.

3.Test validity of the proposed framework

Page 41: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

1.

Of the 80 responses received 60% agree that no modern and well equipped labs existing meaning technologically we are ill prepared to handle DF services, 70 % admits that we lack trained and qualified staff to handle DF, 75% admit that we lack training and awareness to our staff on DF issues, 50% are for the opinion that current legal framework addresses DF issues, and 75 % agrees that adoption and proliferation of DF services depends on governance which we lack. These findings indicate that DF adoption in Kenya has not fully matured despite that digital crime is increasing day by day.

Page 42: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

2.

The findings indicates that of the 80 responses

received, 80% agrees that proper technology

means reliability of DF services, 80% are for the

opinion that training and DF awareness are key to

DF services, 80 % consider that proper legal

frameworks contributes to proper DF services and

75% consider that governance and processes are

key to adoption, proliferation and maturity of DF

services.

Page 43: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

Recommendations

From the findings, we note that as a country in terms of technologies, training/education awareness and regulations in compliance DF services, we are in-adequately prepared. we need to;-

Restructuring of relevant processes to be forensically sound;

Prepare our criminal justice system to deal with the emerging situation in DF;

DF laboratories must be strengthened with skilled manpower and latest Equipments and software to handle increasing digital crime;

The public prosecutors must be trained to present e-evidences in a sound manner;

DF staff should be trained and DF processes, policies and procedures;

Increase funding for training to meet the growing demand of DF.

Page 44: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

THEREFORE!

The proposed framework is therefore a blueprint for continuous assessment and monitoring DF services in Kenyan courts of laws legal proceedings to realize admissibility of e-evidence.

We further recommend more thorough nationwide research in order to explore further DF issues in relation to technologies/tools, legal and ethical issues, regulations, and training/education/research.

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Limitations of the study

Trouble in finding necessary data-due to the nature of research ,it was very hard and time consuming to convince the relevant agencies like CID/KACC that the research is purely academic and that Confidentiality of their data will be guaranteed.

Also Digital Forensics is still young and in its tender stages-meaning research in the area is still scanty.

Page 46: IMPROVING LIVES THROUGH ICT THE 2 ND INTERNATIONAL CONFERENCE ON EMERGING AND FUTURE COMMUNICATION TECHNOLOGIES(ICEFICT) OBWAYA MOGIRE SOUTH EASTERN KENYA

Thank UC&Q