Double Checking Research Articles

Nurse experiences and perspectives with missed nursing care during COVID-19: A qualitative study.

This study aimed to determine clinical nurse and nurse manager perspectives on missed nursing care (MNC) during the COVID-19 pandemic. This study utilized a qualitative exploratory descriptive design. Data were obtained through focus groups and virtual interviews. Purposive sampling was used to select nurse and nurse manager participants in COVID-19 units and the Emergency Department in one large healthcare organization in the northeastern United States of America. A total of 15 nurses and nurse managers participated in the study. Results revealed five categories: medication delivery, turning patients, double checks, communication and rapport, and patient surveillance. A variety of factors contributed to the perceptions and experiences of MNC of COVID-19 patients during the early stage of the pandemic. The COVID-19 crisis put additional and unparalleled pressure on a strained nursing workforce. Hospital leaders are responsible for ensuring their frontline nurses have the resources they need to feel supported in their roles regardless of the presenting circumstances. Nurse leaders should employ evidence-based strategies such as promoting and championing teamwork to support staff and reduce incidences of MNC during crises. Our current work may serve as a basis for informing future revisions of pre-pandemic measurement tools when applied in a pandemic-specific context. This manuscript adheres to the standards for reporting qualitative research (SRQR); a synthesis of recommendations. There was not patient or public contribution for this study.

Independent Double Checks in the ICU: A Word of Caution.

Independent Double Checks in the ICU: A Word of Caution.

Enhanced perioperative care for the prevention of anastomotic leakage – DOUBLE CHECK: study protocol for an international, multicenter open-label trial with historical controls

Background: Colorectal anastomotic leakage (CAL) remains a severe complication after bowel surgery. Recent research has identified several modifiable perioperative CAL risk factors. The aim of this study is to implement an enhanced perioperative care protocol, to optimize the intraoperative condition of the patient and minimalize exposure to modifiable CAL risk factors. Secondly, this study will investigate whether implementation of this new protocol results in a decreased CAL rate. Methods: The DOUBLE CHECK study will be performed using an open-label, international, multicenter design in 11 participating hospitals. The aim is to include an intervention group of 943 adult patients that underwent a colorectal resection with creation of a primary anastomosis. The patients in the intervention group will be treated according to an enhanced perioperative care protocol focusing on optimizing the intraoperative condition of the patient by minimalizing exposure to the following perioperative factors: anemia, hyperglycemia, hypothermia, epidural anesthesia, vasopressor drug administration, and incorrect or lack of antibiotic prophylaxis. The control group will consist of 1562 historical patients that were treated with standard perioperative practice (LekCheck study cohort). The patient’s intraoperative condition defined by exposure to the six perioperative risk factors, compliance to the DOUBLE CHECK study protocol, 30-day and 90-day CAL and other postoperative complications, length of hospital-stay, and ICU stay, hospital readmission and 30-day mortality will be measured. Discussion: The strength of this study is that it is an implementation study of an enhanced perioperative practice protocol for patients that are scheduled for colorectal resection in combination with a comparative study. This protocol could be a tool for other hospitals that want to improve their perioperative care pathway.

Examining the social validity of the Double Check Online Program: Helping to scale-up professional development for culturally responsive practices

This paper presents social validity findings from a mixed methods study of educators who used a recently adapted online version of the research-based Double Check culturallyresponsive practices and student engagement program. Results from 41 participants indicated that the program was easy to use, prompted them to reflect on their own culture, and that they would continue using the website. Although most users reported they would recommend the program, participants indicated they would like a wider variety of examples and more guidance for novice teachers. Additional conclusions and recommendations for improving Double Check and other online teacher professional development programs are discussed.

How Can Teachers Improve? Using Culturally Responsive Frameworks to Examine Adolescent Perspectives

Few qualitative studies have examined student perspectives on teachers’ culturally responsive practices (CRP). This study includes focus group data from middle and high school students who shared perspectives on how teachers can improve their classroom practices and examined if reported concepts align with or go beyond existing models of CRP. Black, Latine, or White students ( N = 103) in the Midwest participated in 1 of 23 focus groups. We identified 103 excerpts where students mentioned ways that their teachers could improve their classroom practices. Two researchers coded each excerpt for alignment with two different models of CRP, the Double Check CARES framework and the Eight Competencies of Culturally Responsive Teaching. Thirty-six excerpts did not align with either framework whereas the remaining 67 aligned with one or both frameworks. We discuss common codes, differences, and similarities across heterogenous focus groups and those with only students of color or White students. We also present themes that were not aligned with Double Check CARES or the Eight Competencies and discuss implications for incorporating student voice into the conceptualization of CRP and improving classroom practices.

Evaluating Independent Double Checks in the Pediatric Intensive Care Unit: A Human Factors Engineering Approach.

The goal of this human factors engineering-led improvement initiative was to examine whether the independent double check (IDC) during administration of high alert medications afforded improved patient safety when compared with a single check process. The initiative was completed at a 24-bed pediatric intensive care unit and included all patients who were on the unit and received a medication historically requiring an IDC. The total review examined 37,968 high-risk medications administrations to 4417 pediatric intensive care unit patients over a 40-month period. The following 5 measures were reviewed: (1) rates of reported medication administration events involving IDC medications; (2) hospital length of stay; (3) patient mortality; (4) nurses' favorability toward single checking; and (5) nursing time spent on administration of IDC medications. The rate of reported medication administration events involving IDC medications was not significantly different across the groups (95% confidence interval, 0.02%-0.08%; P = 0.4939). The intervention also did not significantly alter mortality ( P = 0.8784) or length of stay ( P = 0.4763) even after controlling for the patient demographic variables. Nursing favorability for single checking increased from 59% of nurses in favor during the double check phase, to 94% by the end of the single check phase. Each double check took an average of 9.7 minutes, and a single check took an average of 1.94 minutes. Our results suggest that performing independent double checks on high-risk medications administered in a pediatric ICU setting afforded no impact on reported medication events compared with single checking.

Automatic Double Check Monitoring of Continuous Fluid Excretion and Urine Output

Automatic Double Check Monitoring of Continuous Fluid Excretion and Urine Output

Devising of a risk map on the management of high risk alert medication in a high level university hospital

ObjectiveTo classify hospital units into three risk levels in order to define and prioritise improvement and training measures in each of them. MethodThe risk map was developed in two phases: First phase involved the setting up of a multidisciplinary team, a bibliographic search, the identification of medications and of the criteria to design the map: (1) Location: number of high-alert medications; (2) Staff turnover: the units were classified in low turnover units = 1, medium turnover units = 2 and high turnover units = 3 according to data provided by the human resource department; (3) Frequency: quotient between the number of high alert medicactions in each unit and the total of medications used, and (4) Severity: voluntary survey of professionals. An accumulated risk of severity of each unit was calculated: Σ (severity of the drug x number of its units). The Neperian logarithm was applied to this value to reduce the variability of the values. Thus a risk probability index was established = staff turnover x frecuency x Neperian logarithm of severity. In a Los artículos publicados en esta revista se distribuyen con la licencie Articles published in this journal are licensed with a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License. http://creativecommons.Org/licenses/by-nc-sa/4.0/ La revista Farmacia no cobra tasas por el envío de trabajos, ni tampoco por la publicación de sus artículos. second phase, the units were classified into three groups and the risk map of high-alert medication was elaborated in the hospital. In it, the units that had a risk probability index higher than 2.9 were classified as high risk units, those that had between 1–2.9 as intermediate risk units and those that had less than 1 as low risk units. According to the risk probability index, improvement measures were defined and priorities were set for each of them. ResultsA total 447 high-risk medications corresponding to 227 active ingredients were identified during the study period. The units showing a higher risk were: Intensive Care Medicine (10.51), Reanimation (4.01), and Palliative Care (3.90). Improvement actions (informative poster, visual identification, alerts, training and double checks) were defined and prioritised in accordance with the risk probability index. ConclusionsKnowing the degree of risk of hospitalization units in the management of high-alert medications allows for the implementation of improvement plans in relation to the degree of vulnerability detected.

A Framework for Enhancing Stock Investment Performance by Predicting Important Trading Points with Return-Adaptive Piecewise Linear Representation and Batch Attention Multi-Scale Convolutional Recurrent Neural Network.

Efficient stock status analysis and forecasting are important for stock market participants to be able to improve returns and reduce associated risks. However, stock market data are replete with noise and randomness, rendering the task of attaining precise price predictions arduous. Moreover, the lagging phenomenon of price prediction makes it hard for the corresponding trading strategy to capture the turning points, resulting in lower investment returns. To address this issue, we propose a framework for Important Trading Point (ITP) prediction based on Return-Adaptive Piecewise Linear Representation (RA-PLR) and a Batch Attention Multi-Scale Convolution Recurrent Neural Network (Batch-MCRNN) with the starting point of improving stock investment returns. Firstly, a novel RA-PLR method is adopted to detect historical ITPs in the stock market. Then, we apply the Batch-MCRNN model to integrate the information of the data across space, time, and sample dimensions for predicting future ITPs. Finally, we design a trading strategy that combines the Relative Strength Index (RSI) and the Double Check (DC) method to match ITP predictions. We conducted a comprehensive and systematic comparison with several state-of-the-art benchmark models on real-world datasets regarding prediction accuracy, risk, return, and other indicators. Our proposed method significantly outperformed the comparative methods on all indicators and has significant reference value for stock investment.

Design of SENT signal acquisition system based on LabVIEW

With the emergence of single-edge nibble transmission (SENT) signals in the field of automotive sensors, equipping major vehicle manufacturing companies with a set of well-functioning SENT signal acquisition systems has become an essential requirement. At present, we have designed a SENT signal acquisition system to satisfy this requirement and provide a practical option for companies. The acquisition system is based on the SENT J2716 communication protocol. A master control circuit with an STM8AF6213 microcontroller as the core is used to capture the sensor output signal and apply C language programming to realize the decoding of the signal. Finally, the data are processed, extracted, and preserved by the LabVIEW program to achieve the purpose of data visualization. In order to ensure the accuracy of the data, a double Cyclic Redundancy Check (CRC) checksum mode is incorporated into the system. After completion, the system was applied to several sets of SENT signal acquisition and testing experiments, and the experimental results all showed that the system operated normally and could meet the requirements of companies.

Implementation of Patient Safety Program in the Emergency Installation of H. Adam Malik General Hospital Medan

Patient Safety Program stipulated in the Minister of Health Regulation of the Republic of Indonesia No. 11 of 2017 namely Patient Safety Standards; Patient safety goals, and 7 steps towards patient safety. 8 Contributor Factors in Patient Safety are external factors, organization and management, physical environment, teamwork, officers, tasks, patients, and communication. This study uses qualitative research with a phenomenological approach by conducting in-depth interviews of several health workers at the Adam Malik Hospital Medan. Implementation of patient identification using 2 identities and is used for confirmation before the procedure, the implementation of effective communication is done by doing readback before carrying out the procedure, aware of high alert drugs by prescribing drugs into pharmacy, then drugs are formulated by pharmacy and before being given to patients with double checks, ensuring the accuracy of location, procedure and patients by site marking on body parts and signed in the medical recording, preventing the infection of medical Reducing the risk of patients falling by giving yellow bracelets and assistance to patients. In external contributors, the regulations used by Adam Malik Hospital are adapted from the Law of the Republic of Indonesia and the Regulation of the Minister of Health of the Republic of Indonesia, organizations and management support the staff in carrying out patient safety programs, the hospital environment is appropriate but there are several facilities that must be improved, the team's work has been running without difficulties. It patient information and educating patients.

Medication Administration Practices Among Nurses: An Observational Study from Oman

Safe medication administration is vital in ensuring patients’ safety and enhancing their quality of life. This study aimed to observe nurses' practice in medication administration in Hospitals and primary healthcare institutions to identify and examine the different steps of the medication administration process for quality assurance and safe drug administration. The methodology of the study employed a cross-sectional design using quantitative descriptive data within health institutions at South Sharqiyah Governorate. Data from the direct observation of 99 nurses (once at a time) were observed while they were preparing and administering medications using the disguised observation method (DDM). The data was recorded via Microsoft Access using a descriptive approach (frequencies and percentages) for analysis. The areas of concern in the study were: the five rights of medication administration, documentation, the use of patient’s identifiers, double checking and drug labeling. The trained observer completed the checklist after observing the nurses’ medication administration. Data were collected from 99 observations for analysis. Data analysis was conducted using descriptive and inferential statistics in the SPSS software version 26. The quantitative data illustrates that only 34.3% of nurses performed an independent double check by another nurse, only 56.6% performed appropriate labeling, and 62.6% confirmed the patient’s identity using at least two patient identifiers. Most medication administrations meet the “Five Rights” criteria (right patient =92.9%; right medication=98%; right dose=97%; right route=98%; and right time=97%). A statistically significant association was found between the participant's age and right time (p=0.013); and between years of experience and right medication (p=0.005), right dose (p=0.019) and right route (p=0.004). In this study, the nurses' poor areas of practice in medication administration were identified as double-checking of medication, labeling, and use of patient identifiers. Checking the right of medication administration and documentation post the procedure was the most followed by nurses in the medication administration process. The relevance of the study to clinical practice is the continuing education and clinical audits for nurses regarding basic pharmacology, medication administration policy, factors contributing to medication errors, and strategies preventing medication errors should be a priority.

Developing a Comprehensive Framework of Safeguarding Strategies to Address Anticipated Errors With Organizational High-Alert Medications.

Purpose: To describe the development of a comprehensive framework of safeguarding strategies to address observed/anticipated errors with organizational high-alert medications. Methods: Observed/anticipated errors were identified for organizational high-alert medications and medication classes based on a review of external literature and alerts as well as internal voluntary error reporting. Anticipated or frequently reported errors were categorized into common cause error types. Error reduction strategies to address each common cause error were identified in collaboration with medication safety specialists and specialty practice pharmacists. Results: The review of externally and internally reported errors identified 101 observed/anticipated common cause errors across the 19 high-alert medication classes (median 5 error types per medication class, interquartile range 3-6). Safeguarding strategies specific to high-alert medications were identified in the following domains: separate or sequestered storage; restricted ordering; active alerts; dispensing in patient-specific dosing, unit of use, or unit-dose packaging; dispensing from pharmacy only; auxiliary labeling; level of care restriction; required monitoring; independent double checks; certification/privileging of staff; specific guidelines for use/monitoring; and other/miscellaneous. Identification of the observed/anticipated errors and the associated safeguarding strategies facilitated the development of a comprehensive tool and visual framework for addressing common cause errors associated with organizational high-alert medications. Conclusion: A comprehensive framework of safeguarding strategies to address anticipated errors with organizational high-alert medications is proposed. Although individual safeguards are institution-specific, the framework can be leveraged by all hospitals in order to take inventory of error-reduction strategies and prospectively identify gaps to address common cause errors.

The study of virtual source position with the geometric convergent ratio errors prevention management method of spot scanning beam in carbon ion therapy.

We developed a technique including preventing errors management method capable of dealing with the virtual source position delivered by different carbon ion energies from the pattern of spot scanning beam in this study. A homemade large-format complementary metal-oxide-semiconductor (CMOS) sensor and Gaf Chromic EBT3 films were used for the virtual source position measurement. The Gaf films were embedded in a self-designed rectangular plastic frame to tighten the films and set up on a treatment couch for irradiation in the air with the film perpendicular to the carbon ion beam at the nominal source-axis-distance (SAD) as well as upstream and downstream from the SAD. The horizontal carbon ion beam with five energies at a machine opening field size was carried out in this study. The virtual source position was determined mainly with a linear regression by back projecting the full width half maximum (FWHM) to zero at a distance upstream from the various source-film-distance and double checks additionally with a geometric convergent method to avoid any mistakes caused by manual measurement on FWHM. The virtual source position for higher carbon ion energy has an obvious longer distance from the SAD since the more carbon ion beam energy, the less spreading affected by the horizontal and vertical magnetism, therefore, the distance of virtual source positions is decreased from SAD with high to low energy. The method for investigating the virtual source position in the carbon ion beam in this study can also be used for electrons and the proton. We have developed a technique capable of dealing with the virtual source position with a geometric convergent method to avoid any mistakes in spot scanning carbon ion beam.

P-189 Systematic management and confirmation of safety (Safety management manual; 7 CHA IVF laboratory instructions; Field training; Lecture; Inspection) can prevent embryo mix-up in IVF laboratory

Abstract Study question Is systematic patient safety management training effective in improving awareness in safety confirmation and preventing errors in Embryo mix-up for embryologists? Summary answer From survey for 116 embryologists, they responded that they followed safety management instructions and regulations, and that they improved their safety work capability and awareness What is known already The cases of embryo mix-up known through the media include errors of sperm change during IUI, fertilization, Freeze-thawing, PGT, and Embryo transfer process, but there will be more due to statistical difficulties. Errors mostly occur because clinics do not have the right protocol. Currently, there aren’t any regulations or policies to track eggs, sperm, embryos or frozen embryos during ART. For this reason, infertile couples have to choose clinics with high pregnancy rates and safe clinics on their own to perform assisted reproductive techniques. Study design, size, duration This study was conducted through a survey of 116 embryologists who worked at five clinics of CHA fertility centers. The patient safety management system was created from the CHA fertility Center itself. From August 2021 to December 2022, safety confirmation training was conducted for 16 months. All embryologists were anonymously surveyed twice with 32 questions. The first survey was conducted in April 2022, and the second survey was in December 2022. Participants/materials, setting, methods The survey was conducted in 32 items with 10 categories. Interviewees’ made response for each item in five steps. Each item asked 1) Learning in the standard safety manual 2) Changes in safety awareness before and after training, 3) Compliance to the seven safety instruction (double checks) for each work part, 4) Level of difficulty in education, 5) Effects of education and 6) Suggestions for safety confirmation. Main results and the role of chance In the first survey, 61 out of 112 responded (54.5%) 60 out of 116 (51.7%) in the second. The answers were scored using a 5-point Likert scale (1 = strong disagree, 5 = Strong agree). 1. The mean score for work satisfaction was 3.1 ± 0.8 out of 5 in the first survey and 3.1 ± 0.7 out of 5 in the second. Work satisfaction remained unchanged. 2. The perception of patient safety confirmation was 3.7/5 before training and 4.0/5 after training (p < 0.03) in the second which improved the perception of safety confirmation. 3. The safety confirmation ability through training was improved to 4.1/5(p < 0.01) after training compared to 3.8/5 in both the first and second surveys. 4. The necessity and importance of safety training were considered important in the first survey as it scored 3.6/5 and 4.5/5 (p < 0.001) in the second survey. 5. In the course of work, they responded that their safety management skills were improved (1st: 3.4/5, 2nd: 4.5/5(p < 0.05)) by the effects of training. As for CHA IVF lab, the embryologists were well aware of the guidelines (scoring 4.5/5 in the first and second survey) to know seven safety instructions (which are double check, outloud, RI witness, monitoring, document, information) should be followed well. Limitations, reasons for caution Embryo mix-up during ART procedures can be a major mistake to be avoided. The confirmed documentations can make errors any time. Establishing the safety protocol of the same process as ART procedure, the system, and education are important, but the most important is the safety management capability of the manager. Wider implications of the findings The safety management manual, the 7 CHA IVF laboratory patient safety instructions, online lecture training, field training, and inspection have raised awareness of the safety errors and the importance of double checking. Errors in safety can be prevented through systematic system development and repeated safety training. Trial registration number non-clinical trials

Women's health nurses' experiences of menopause: Considerations for nurse leaders.

Women's health nurses' experiences of menopause: Considerations for nurse leaders.

The prevalence of chiropractic-related terminology on South African chiropractors’ webpages: a cross-sectional study

BackgroundEffective communication is imperative for successful interprofessional collaborative interactions that augment both patient-centred and evidence based care. Inquiry into the prevalence of chiropractic-related terminology on South African chiropractor’s webpages has not been explored to date. The implications of such analysis could indicate the professions’ ability to effectively communicate in interdisciplinary settings.MethodFrom 1 to 15 June 2020, Google search was used to identify the webpages (excluding social media accounts) of South African private practice chiropractors registered with the Allied Health Professions Council of South Africa (AHPCSA). Webpages were word-searched for eight chiropractic terms with context: subluxation; manipulate(-ion); adjust(-ing/-ment); holism(-tic); alignment; vital(-ism/-istic); wellness; and innate intelligence. Data collected was transferred to an Excel spreadsheet. Accuracy of information was verified by the researchers through a process of double checking. The number of instances each term was used, and certain socio-demographic data were recorded. Descriptive statistics and bivariate analyses were used to summarise and analyse the data.ResultsAmong 884 AHPCSA-registered South African chiropractors, 336 webpages were identified and analysed. From 1 to 15 June 2020, the most commonly found terms on 336 South African chiropractic webpages were 'adjust(-ing/-ment)', 'manipulate/manipulation', and 'wellness', with prevalence estimates of 64.1% (95% confidence interval [CI], 59.0% to 69.2%), 51.8% (95% CI, 46.5% to 57.1%), and 33.0% (95% CI, 28.2% to 38.2%), respectively. The least commonly found terms were 'innate intelligence' and 'vital(-ism/-istic)', with prevalence estimates of 0.60% (95% CI, 0.16% to 2.1%) and 0.30% (95% CI, 0.05% to 1.7%), respectively. Manipulate(-ion) was used more by male chiropractors (p = 0.015). The longer a chiropractor was in practice the more likely they were to use profession-specific terms (p = 0.025). The most frequently occurring combination of terms were adjust(-ing/-ment) and manipulate(-ion), found in 38 out of 336 webpages (11.3%; 95% CI, 8.4% to 15.1%).ConclusionThe use of chiropractic-related terminology on South African chiropractic webpages was common, with the prevalence of term use varying by type of terms, by gender of the chiropractor, and by clinical practice experience. Better understanding of the effects of chiropractic terminology use on interprofessional and patient interactions and communication is warranted.

Comparison of physicians’ and dentists’ incident reports in open data from the Japan Council for Quality Health Care: a mixed-method study

BackgroundPatient safety is associated with patient outcomes. However, there is insufficient evidence of patient safety in the dental field. This study aimed to compare incidents reported by dentists and physicians, compare the type of errors made by them, and identify how dentists prevent dental errors.MethodsA mixed-methods study was conducted using open data from the Japan Council for Quality Health Care database. A total of 6071 incident reports submitted for the period 2016–2020 were analyzed; the number of dentists’ incident reports was 144, and the number of physicians’ incident reports was 5927.ResultsThe percentage of dental intern reporters was higher than that of medical intern reporters (dentists: n = 12, 8.3%; physicians: n = 180, 3.0%; p = 0.002). The percentage of reports by dentists was greater than that by physicians: wrong part of body treated (dentists: n = 26, 18.1%; physicians: n = 120, 2.0%; p < 0.001), leaving foreign matter in the body (dentists: n = 15, 10.4%; physicians: n = 182, 3.1%; p < 0.001), and accidental ingestion (dentists: n = 8, 5.6%; physicians: n = 8, 0.1%; p < 0.001), and aspiration of foreign body (dentists: n = 5, 3.4%; physicians: n = 33, 0.6%; p = 0.002). The percentage of each type of prevention method utilized was as follows: software 27.8% (n = 292), hardware (e.g., developing a new system) 2.1% (n = 22), environment (e.g., coordinating the activities of staff) 4.2% (n = 44), liveware (e.g., reviewing procedure, double checking, evaluating judgement calls made) 51.6% (n = 542), and liveware-liveware (e.g., developing adequate treatment plans, conducting appropriate postoperative evaluations, selecting appropriate equipment and adequately trained medical staff) 14.3% (n = 150).ConclusionHardware and software and environment components accounted for a small percentage of the errors made, while the components of liveware and liveware-liveware errors were larger. Human error cannot be prevented by individual efforts alone; thus, a systematic and holistic approach needs to be developed by the medical community.

Closure: to “Discussion on the Paper ‘Synchronization Via Fractal–Fractional Differential Operators on Two-Mass Torsional Vibration System Consisting of Motor and Roller,’ Abro, K. A., and Atangana, A., 2021, ASME J. Comput. Nonlinear Dyn., 16(12), p. 121002”

Abstract The authors are thankful to Professor Asterios Pantokratoras, School of Engineering, Democritus University, for his comments on our paper. His comments prompted us to double-check our paper. After double checking all equations, we found that indeed the parameters of equations were dimensionally homogenous.

WHAT MAKES A STREET WALKABLE? A DATA ANALYTIC APPROACH TO INVESTIGATING WALKABILITY FACTORS

Walkability is a hot topic for variety of disciplines, as well as everyday walker. It affects the health, the environment and the liveliness of our neighbourhoods. Walkable streets are necessary for a better lifestyle and sustainable planet. The problem with walkability is that we still don’t have a general understanding of the concept. Every study differs in the way they define walkability, thus making walkability a subjective topic. However, the subjectivity causes contradiction in science. In this study, the aim to answer the question of what makes a street walkable by using a data analytic approach. The features used in other studies, as well as new attributes specific to this study, were investigated. Street images were used to extract data. The data was divided into nine categories: Street, Sidewalk, Obstacles, Urban Blocks, Amenities, Transportation, Attractiveness, People, and Vehicles. Data collection was carried out by measuring physical attributes through Remote Sensing images in QGIS, visually analyzing qualitative attributes with Google Street Maps/View and double checking data in Open Street Map Overpass Turbo API. Attributes were translated into scores and normalized where possible. Mutual Information Matrix and Correlation processes were conducted in Rapidminer. The attributes were processed in relation to overall assessment of walkability which was defined with personal rating. As a result, Mutual Information and Correlation matrices are useful in figuring out the relationship and dependencies between different attributes. Applying data analytics to a more comprehensive dataset will help identify the global factors of walkability.