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642-655 WAASFE-Wide region Application Services for territory Engineers

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642-655 exam Dumps Source : WAASFE-Wide region Application Services for territory Engineers

Test Code : 642-655
Test appellation : WAASFE-Wide region Application Services for territory Engineers
Vendor appellation : Cisco
: 71 real Questions

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Cisco Cisco WAASFE-Wide region Application

Cisco Unites SD-WAN and safety to address the unique Cloud edge | killexams.com real Questions and Pass4sure dumps

LAS VEGAS, NV, Cisco associate Summit—November 13, 2018 — Cisco is unifying its safety and software-described wide enviornment community (SD-WAN) technologies to uphold groups embody the cloud quicker with alternative and confidence. 

The WAN is undergoing an intensive transformation. nowadays, organizations host their applications in distinctive clouds – public, deepest and SaaS. the manner americans travail has besides changed; personnel combine from coffee shops and airport lounges, as a substitute of just the workplace. Now, agencies must depend on the internet to connect clients to business-important applications. This has resulted in a unique Cloud aspect – the intersection of networking and security.

until now, SD-WAN solutions bear compelled IT to pick from utility undergo or safety. by course of evolving its SD-WAN portfolio, Cisco is addressing the brand unique realities of the Cloud side. Cisco SD-WAN can aid IT bring greater software experiences and originate clients more productive with unmatched simplicity and scale. And now, greatest-of-breed security will besides breathe with ease enabled anyplace it is needed, from the offshoot to the cloud.

“The emergence of the unique Cloud facet is disrupting their consumers’ network and safety architectures. these days, each WAN paraphernalia should become software defined and cozy,” talked about Scott Harrell, senior vice chairman and familiar manager, commercial enterprise Networking at Cisco. “Cisco’s SD-WAN makes it handy for valued clientele to derive the very best of networking and protection. we're constructing a bridge to a brand unique company world that speeds their shoppers’ capability to liberate the vigour of the cloud — quicker with much less possibility.”

Cisco SD-WAN: basic, at ease, Scalable

Cisco SD-WAN is built to handle nowadays’s most pressing considerations, yet bendy adequate to address the challenges of day after today. unique improvements encompass:

  • Fusing protection with SD-WAN: From utility-aware enterprise firewall and intrusion prevention, to URL filtering, superior protection is now integrated into Cisco SD-WAN contraptions and managed via a separate pane of glass. And Cisco SD-WAN is every bit of powered through Talos, the trade’s most powerful cyber threat intelligence solution.
  • Simplifying Cloud protection Deployments: by using integrating Cisco SD-WAN with Cisco Umbrella, entry to malicious locations will besides breathe blocked before a connection is ever established.
  • applications experience: Cisco has partnered with Microsoft to increase the office 365 application journey for clients. unlike different vendors, Cisco SD-WAN screens in actual-time every bit of accessible paths to the Microsoft office 365 cloud. the usage of Microsoft workplace URLs, Cisco is additionally able to verify the closest cloud, leading to up to 40 percent sooner efficiency for clients.
  • Open and Programmable: With open APIs, Cisco SD-WAN offers provider suppliers and partners the possibility to create titillating unique features. To aid developers and community engineers innovate, Cisco DevNet has created unique SD-WAN discovering labs and sandboxes.
  • New SD-WAN Infrastructure: With the area’s broadest SD-WAN portfolio powered by course of Viptela and Meraki, Cisco is offering even more options for purchasers with two unique built-in functions Routers (ISR) designed for small and much department workplaces.
  • quick delivery provider: Cisco is additionally helping shoppers accelerate SD-WAN deployments and reduce risk via a unique SD-WAN brief birth service.  For a fixed-fee, clients derive access to far off implementation and capabilities switch capabilities to streamline tasks. 
  • convenient to purchase and manipulate: Cisco has made it less complicated to consume and manage the unique solution. both the community and safety can breathe bought through a separate license model and managed via a separate interface.
  • Availability

  • Cisco SD-WAN security and Microsoft office 365 software: genesis Q4CY2018
  • Cisco ISR 1111X-8P and 4461 are available now
  • extra supplies

    About Cisco

    Cisco (NASDAQ: CSCO) is the international technology chief that has been making the information superhighway travail seeing that 1984. Their americans, products, and companions uphold society securely combine and seize day after today's digital possibility these days. ascertain more at thenetwork.cisco.com and observe us on Twitter at @Cisco.  RSS Feed for Cisco: http://newsroom.cisco.com/rss-feeds

    # # #

    Cisco and the Cisco brand are trademarks or registered emblems of Cisco and/or its associates within the U.S. and different international locations. a listing of Cisco's trademarks will besides breathe found at www.cisco.com/go/emblems. Third-celebration logos mentioned are the property of their respective homeowners. the exercise of the word companion doesn't imply a partnership relationship between Cisco and some other business.


    New software From Cisco goals CIOs dealing with Complexity | killexams.com real Questions and Pass4sure dumps

    Taking its cue from chief counsel officers, Cisco systems Inc. on Tuesday unveiled unique networking utility with baked-in safety facets, a whisk aimed toward enabling agencies to combine a ways-flung laborers to key business functions – whether or not they’re within the workplace, a espresso store or an airport lounge, Cisco officials observed.

    The enterprise’s unique utility-described vast region network technology, or SD-WAN, is aimed at assisting CIOs who are struggling to convey IT techniques which are attainable to employees devoid of being liable to cyber assaults, talked about David Goeckeler, government vice president and prevalent manager of Cisco’s networking and safety company.  

    To provide equipped entry to enterprise tools and facts, a transforming into variety of CIOs are counting on a compund of public and private clouds, on-premise facts facilities, the information superhighway and other networks, many of which they Do not control, Mr. Goeckeler advised CIO Journal.

    As such, he provides, they could no longer deal with safety as an “after-thought” via layering it on commandeer of particular person instruments or functions.

    “rather than inserting protection into the present community, the community has to become fraction of the security architecture,” he mentioned.

    security features built into Cisco’s unique SD-WAN application encompass utility-mindful enterprise firewall, intrusion prevention, and URL filtering, among others.

    The application, which could breathe covered in some Cisco routing devices and may breathe enabled in others, requires a subscription license, with ordinary fees in response to carrier bandwidth.

    The current is a component of an ongoing strategy shift at Cisco, which in the past has relied on one-time income of router, switches and other networking machine.  

    Chuck Robbins, Cisco’s chief govt, said its unique strategy displays the reality faced by course of CIOs and the manner groups are leveraging digital technology.

    “the realm they’re in nowadays is extra complicated than what they expected,” Mr. Robbins observed, citing multi-cloud systems, tons of of application-as-a-service tools, data analytics and an “explosion of connectivity,” as greater groups seem to digital capabilities for an region over rivals.  

    “That transition is so necessary to their purchasers it allows for a shift in their enterprise model,” Mr, Robbins talked about.

    There are signs that increase its application business is paying off. Cisco in August reported its third-consecutive quarter of profits increase, following two years of declines.


    Cisco updates SD-WAN portfolio with unique protection points | killexams.com real Questions and Pass4sure dumps

    Cisco on Tuesday rolled out updates to its utility-described broad enviornment community (SD-WAN) portfolio. The networking giant spoke of the updates purpose to bridge the pocket between safety, flexibility and consumer experiences.

    among the key updates, Cisco mentioned it breathe integrating application-mindful commercial enterprise firewall, intrusion prevention, and URL filtering into Cisco SD-WAN devices, even if Meraki or Viptela. Cisco is besides integrating SD-WAN with Cisco Umbrella in an pains to originate it less difficult for customers to dam malicious locations earlier than a connection is dependent.

    Cisco is additionally expanding its partnership with Microsoft to bolster the Office365 utility adventure for joint clients. certainly, the usage of Microsoft office URLs, Cisco SD-WAN might breathe able besides to investigate the closest cloud, resulting in up to forty p.c sooner efficiency for users, the company referred to.

    in the meantime, DevNet, Cisco's developer application, is introducing unique SD-WAN learning labs and sandboxes to give builders entry to Cisco SD-WAN's programmability. ultimately, with some pricing and structure tweaks, Cisco is making it so customers should purchase each community and protection via a separate license mannequin and control them through a separate interface.

    old AND linked coverage:

    Cisco adds analytics to its WAN offerings

    A pair of items from the networking colossal permit administrators to escape the guideline over their WANs.

    Cisco to acquire SD-WAN startup Viptela for $610m

    Cisco has agreed to acquire Viptela in a deal value $610 million to raise its SD-WAN portfolio and hurry up its transition to a subscription-primarily based business model.

    Cisco broadens Tetration analytics attain to information middle, cloud security

    Cisco's device is to grasp the visibility from its Tetration platform to stronger predict and intimate on safety threats.


    642-655 WAASFE-Wide region Application Services for territory Engineers

    Study guide Prepared by Killexams.com Cisco Dumps Experts


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    642-655 exam Dumps Source : WAASFE-Wide region Application Services for territory Engineers

    Test Code : 642-655
    Test appellation : WAASFE-Wide region Application Services for territory Engineers
    Vendor appellation : Cisco
    : 71 real Questions

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    Help! My Isolator Is Taking Too Long To Degas — What Should I Do? | killexams.com real questions and Pass4sure dumps

    By Herman Bozenhardt and Erich Bozenhardt

    Probably one of the most significant developments in sterilization and aseptic practices in the pharmaceutical business is that of vaporized hydrogen peroxide (VHP) as a contact or “cold” sterilizing agent. The exercise of VHP in contained environments has allowed us to decontaminate working spaces, equipment, and materials and has led to the progress of the dependable isolator. This application has led to many years of success and provided assurance that aseptic handling and filling operations are microbial-free. In this article they will focus on filling isolator systems and equipment. Since the exercise of this technology began, they bear been singularly focused on sterility by maximizing injection rates and saturation levels and assuring media fills are successful in qualification testing.

    Another evolution of this technology is the size, complexity, and diversity of isolators the VHP has been applied to. Originally isolators were “boxes” or “cylinders” with lots of injection nozzles and a simple HEPA exhaust scheme. Today the isolators bear increased in size so much that the height and width require more nozzles and greater compass across the fill deck. In addition, they now bear isolators with seven to 13 sections, with multiple perquisite angles to adjacent sections where each section can breathe 10 to 20 meters long, and with several auxiliary docking sections. In every bit of these cases they compensate with more VHP injection because they need to ensure successful media fills.

    New Reality

    As this expansion of VHP exercise and isolator complexity evolves, they bear driven ourselves directly into the newest class of drug products and bear “hit the wall.” They bear discovered many unique therapies that are classified as “ultra-low” potency products (in the microgram and nanogram per ml), biologicals that are sensitive to VHP (and any oxidizer in the vapor phase) and incompatible products (in some cases there was no prior testing or consideration for VHP interaction). In these cases, the residual VHP vapor in the isolator interacts with the open vial of liquid between the dosing nozzles and the capping station and oxidizes the API in the solution. This becomes a more stern problem with lyophilized products, where the liquid is exposed from the dosing needle through the fluted stopper and into the lyophilizer itself. This has had a major impact on unique installations and CMOs as they acquire unique business in their legacy aseptic filling isolators. In some cases, the residual VHP has attenuated product by 10 to 15 percent potency in touchstone fills and up to 25 percent degradation in lyophilized production.

    For the CMO, this often violates many of their touchstone practices and crushes their lofty aplomb in their VHP cycle and media fill, and they must pan the reality of many isolator changes and potentially reducing their VHP cycles. This besides exposes a flaw: that some isolator VHP residual levels bear never been understood, challenged, or questioned. In many cases with low-potency products or biologicals, they need to set the residual level from the 100 +/- ppm levels to as low as 10 ppb. Some may wonder if this achievable, and the acknowledge is absolutely. However, some practices, equipment, and processes need to change, and for the better. They will now explore the process of degassing and removing residual VHP via aeration from the various commercial isolators.

    Wrong “Solutions”

    As they bear dealt with these issues on a global level, they bear found folks who mediate outside the box and approach the problem with more problems:

  • “Let’s just fill with a higher concentration.” This approach of concentrating the product and letting the degradation grasp its toll is foolish. That would require a change to the submission documents and exhibit a lack of study of the compatibility of VHP with the product. In addition, the oxidation of the API produces a compound, and now they would bear introduced a unique impurity. The FDA would breathe very interested in this.
  • “Let’s increase the fill volume.” This is equally inappropriate, as the identical issues as above will occur, with a degraded potency and more volume. The residual generated will breathe questioned, as will the manufacturing submission.
  • “Let’s just HEPA-ventilate until they derive a agreeable reading.” While this is a compliant solution, it results in a degassing that could grasp days or weeks to accomplish. This could bear a devastating impact on product delivery and plant capacity. By using extreme fresh air ventilation, they are besides stretching the service life of the internal HEPA filters while increasing the operating cost geometrically. The air handling unit (AHU) and cooling costs will drive up the power load.
  • “Let’s behold if they can prick back on the validated VHP cycle and behold what happens.” This is a risky approach, since any change to the process would require a change control and re-execution of media fills. Without any engineering changes, this is a gamble at best.
  • The Best Solution

  • Recognizing VHP and its residual exist and could impact the product is the first step in avoiding a problem. It is necessary to exercise the product and escape VHP compatibility tests, challenges, and fill trials to congregate data and understand the impact before the fill is tech-transferred into the isolator site/environment. This should breathe done in a pilot plant or, at worst, in a “development” mode with the isolator. This would allow data to breathe gathered, a judgement reached on impact, and a rational design executed before the fill tech-transfer. This would provide parameters for the residual ppm or ppb of the VHP, the degassing time, and any field-based modifications needed (options below). The observant design of the cycles (both VHP and degassing/aeration) and understanding the VHP levels, temperatures, relative humidity, velocity of aeration, air change rate (ACR) in the isolator, and point HP values via instrumentation is invaluable. A virtual 3D model of the residual VHP generally allows pinpointing the key VHP source. This proactive approach saves time and money and allows for the selection of a best economic solution, which is a tradeoff of engineering technologies and degassing time.
  • Field-Based Solutions

  • One of the most common and overlooked problems is liquid pooling in inescapable areas above and below the fill deck. However, you will never behold this at the brief factory acceptance test  (FAT), but after several in house VHP runs a gasket, opening, port, or other point allows moisture collection and it will hold dissolved HP. A observant study of the unit during and directly after the VHP routine (of the equipment, the deck, and below the deck) is usually the first step in troubleshooting.
  • The next key region to ogle for is the elimination of polymer-based materials inside the isolator, especially every bit of platinum-cured silicon tubing. every bit of polymer-based material absorbs VHP during the cycle and slowly expresses it, but at a rate that will continue to thwart the degassing. Some polymers are significantly worse than others. The focus is to maximize stainless steel and exercise Teflon, polyethylene, and polypropylene only when required. The most detrimental and absorptive polymers are Delrin, polyurethanes, polyamides, polysulfones, and polystyrenes. You must ogle carefully at the materials of construction of your tubing, filters, seals, gaskets, and other polymer-based components. This besides includes the HEPA filters and mounting systems. The user needs to understand the materials in the HEPA filter frames particularly. In some CMOs, the isolators bear HEPA filters on the recur ducts/plenums. This is to forestall cross-contamination; these filters (polymers) can breathe removed if the product profile does not hold cytotoxics, potent compounds, or vigorous biologics.
  • Along with the polymer-based investigation should breathe a observant review of the gloves, glove ports, and other interface seals. First check for materials of construction, and then originate confident the gloves are every bit of extended (fingers are not together) and bear no obscured surfaces or cover a port of another polymer seal. Polymer surfaces trapped against one another can besides trap and retain VHP and tamper with typical aeration/degassing.
  • The isolators bear AHUs that control the air circulating from the isolator deck-level returns. These AHUs bear cooling coils to control the temperature in the isolator section, which is primarily a cooling function. The coils are fed chilled plant water internally to chilly the air drawn by the blowers, which pushes the air through the HEPAs back to the isolator for downward coverage of the vials. Since the AHUs are a major operating-cost contributor, they bear been optimized for cost savings and minimum circulation and not for degassing. Rethinking design and orientation are needed to service coincident product lines.
  • The coils are chilly during typical operations and remain so during the VHP cycle (even if the chilled water supply valve is shut). The coils are an exemplar station for water to condense, collect, and retain HP (dissolved hydrogen peroxide). Once pooled in this area, it could grasp days to evaporate the water and the HP. This is one of the most prevalent problem areas.

    In order for this region not to pool liquid and become the HP reservoir for the unit, the control system must condition the isolator coils for a post-batch/pre-VHP cycle. In some designs, there is no temperature control unit (TCU) for heating and the valves control the chilled water going into a recycle mode and slowly let the heat from the isolator and machinery warm the air stream. In a more coincident design (see AHU scheme), a TCU provides either plant equatorial water or electrically heated water to elevate the temperature of the coils and the internals of the isolator.

    In this case, during the typical isolator-filling scheme the programmable logic controller (PLC) controlling the isolator AHU has a chilled water (CW) set point CT that has valve VB controlling the chilled water circulating (valves VA and VD are closed, and VC is open 100 percent). To prepare for the VHP cycle, the PLC needs to increase the temperature of the coils above the condensing temperature of the VHP (remember the coils and blower are upstream of the HEPA filters). This temperature should breathe 35 degrees Celsius and should breathe attained quickly. This will require a TCU to arrive online with its pump, shut VB and VC and open VD 100 percent, and control the temperature by actuating valve VA and putting the TCU mode to heat.

    The next step is to escape the isolator VHP cycle, knowing the coils are heated. Once the VHP cycle is completed, the degassing should reinitiate the coil-heating cycle and drive the temperature of the entire isolator up and accelerate the degassing, making confident any residual VHP and water/HP evaporates quickly.

    As in every bit of of these types of applications, a circumstantial time-based analysis of the PLC cycle is critical, as an inadvertent activation of a chilled water line, a wrong set point for a short period of time, or a valve sequenced incorrectly could breathe the root reason of the AHU problems.

  • One of the most worthwhile investments in an isolator is the VHP/HP absorbing catalyst that can breathe installed in the AHU. These catalyst systems are exemplar to quickly absorb the VHP from the isolator during their recirculation mode. The key to efficiency of the isolator is its capacity to recirculate air and only bleed in “make-up” air. The catalyst needs to breathe placed by catalyst experts in coordination with the isolator manufacturer for the rectify location, air velocity tests, PLC sequence of when to engage the catalyst, and overall commissioning of the unit. This allows the isolator to escape in its most efficient (re-circulation) mode and absorb/destroy VHP. This is exemplar if it is done in the design of system. If this is done as a retrofit, the isolator will breathe taken out of service and should breathe re-commissioned, and re-execution of the media fills would breathe required.
  • Fan circulation of fresh air and recirculated air is another consideration. As mentioned above, the isolator typically runs in the mode of recirculation and reduced power consumption. The blowers are generally variable frequency drives (VFDs), and the PLC controlling them may not breathe programmed properly for maximum exhaust. The blower-controlling fraction of the PLC must insure the fans are in sync, not inhibited by the power management scheme, and able to generate an exhaust profile that flushes the entire isolator section. It is necessary to understand the fluid dynamics in the isolator, not only during the VHP cycle, but the degassing cycle as well. These are different cycles with different objectives, and while dwell time and distribution are key for the VHP injection and downward velocity of .36 to .45 m/s are key for filling, they Do not necessarily travail for the degassing/rapid air egress. The only course to assure ourselves the isolator is being degassed, not leaving “dead zones” or creating vortices that recirculate the air or another anomaly, is to effect a computational fluid dynamic (CFD) model of the isolator. They bear too many situations where inadequate air turnover and lifeless zones are caused by paraphernalia position, filling deck height, fan location, and areas not evacuated cleanly. This can besides breathe True of the many “docking station” options. In the end, your understanding of the air velocities, aeration profile, and delta pressure across constrictions is key.
  • An alternative that is very effective, and besides expensive, is the retrofitting of the filling system with a nitrogen “blow” into the vials, nitrogen backfill at dispense, and nitrogen blanket up to the stoppering zone. This does not better the degassing; however, it protects the product up to a level. If done at the isolator design, the incremental cost is well contained. However, if done as a retrofit, it can cost several million dollars and detain operational exercise by a year. Another consideration is that relying on a nitrogen headspace to protect the product will impact the regulatory filing, as a unique ingredient has been introduced.
  • In summary, troubleshooting of a degassing/aeration problem of an isolator requires a substantial amount of time, analysis, and patience. To reduce a VHP level in an isolator from 50 ppm to 50 ppb could grasp months. That is why nitrogen backfilling plus isolator CFD analysis, polymer elimination, and observant temperature control can connote the dissimilarity in over a year of startup time and higher capacity throughput.

    About The Authors:

    Herman Bozenhardt has 42 years of undergo in pharmaceutical, biotechnology, and medical device manufacturing, engineering, and compliance. He is a recognized expert in aseptic filling facilities and systems and has extensive undergo in the manufacture of therapeutic biologicals and vaccines. His current consulting travail focuses on the areas of aseptic systems, biological manufacturing, and automation/computer systems. He has a B.S. in chemical engineering and an M.S. in system engineering, both from the Polytechnic Institute of Brooklyn. You can compass him at hermanbozenhardt@gmail.com or connect with him on LinkedIn.

    Erich Bozenhardt is the process manager for Integrated Project Services’ process group in Raleigh, NC. He has 12 years of undergo in the biotechnology and aseptic processing business and has led several biological manufacturing projects, including cell therapies, mammalian cell culture, and novel delivery systems. He has a B.S. in chemical engineering and an MBA, both from the University of Delaware. You can compass him at ebozenhardt@ipsdb.com or connect with him on LinkedIn.

    Isolator image courtesy of ProSys


    69 Job Openings In Annapolis region | killexams.com real questions and Pass4sure dumps

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    What is a Senior Data Visualization Engineer? | killexams.com real questions and Pass4sure dumps

    I was asked recently on twitter a question that I’ve been asked in one form or another several times since I became a Senior Data Visualization Engineer at Netflix:

    In every bit of my time writing about the different kinds of data visualization people and how data visualization is stuck in a conservative rut or might breathe choking itself professionally, I don’t mediate I’ve ever directly engaged with what, exactly, it is that I do.

    I‘m always a slight on edge when I derive asked this question because normally a question dote this comes from one of two sources: people looking to transition into the profession or people who travail alongside the profession who want to better understand it. But in the case of data visualization, this benevolent of question besides comes from people in the territory who don’t believe that there is such a profession. So, I bear to pattern out if the person is asking me “How Do I become a successful X” or “How Do I travail better with X/Do I need to hire an X for my team” or “Why Do you insist that a skill is a profession — there are no Senior Microscope Engineers, you’re just a UI developer you can’t really expect me to believe you expend 100% of your time making pie charts you nasty slight fraud.”

    So for clarity’s sake, I’ll acknowledge every bit of three of those questions.

    Data Visualization Engineering Skills

    Data visualization is not purely technical, it has a sturdy design constituent and requires a profound understanding of the academic factors involved in communicating information visually. But every bit of the academic and design erudition in the world isn’t going to wait on you if you’ve artificially constrained the possibility space because you don’t know what’s technically feasible with the tools you use. So while it’s not entirely technical, it is strongly technical, and there’s no getting around it.

    That said, the specific skills necessary to engage in the day-to-day tasks of a data visualization engineer depend on the technology in exercise where they work. If the go-to system for presenting data visualization is notebooks or BI tools, then they need to breathe an expert not only on their exercise but besides on how to thrust and modify them beyond their traditional boundaries. For me and for many data visualization engineers, it means you bear to bear a solid understanding of UI progress so that you can create not only custom data visualization elements but besides the application and data services necessary for those elements to respond to the spectrum of activity that your stakeholders demand.

    Regardless of the technology, successful data visualization engineers bear to understand principles of design, both graphical and more generally user-centered design. Analytical applications need to Do more than technically fulfill some specifications, they need to actually enable readers to find the insights they expect to find with the context they need. From a skills perspective you need to develop in three distinct areas:

  • Technically, you need to rigorously hack at data visualization methods and really breathe able to reproduce any of the charting methods you see. This isn’t because you derive merit badges for each chart character but rather because data visualization is fundamentally combinatorial and the most effective analytical applications are not a separate chart but a combination of several forms of information visualization married together. You can’t originate that or even device for that if you feel dote inescapable channels, layouts or other methods are off limits because you don’t know how to implement them.
  • Theoretically, you need to breathe able to understand the fundamental principles of visual array of information. You need to know why inescapable visual structures resonate with viewers and which are the most effective ways to encode information into graphics. It’s not enough to ape the derision of data visualization experts and proclaim “pie charts are bad” or “color is hard”, you bear to actually understand color and connection and size and how they deliver information.
  • Practically, you need to mediate of yourself as a designer first. The real challenge with data visualization is finding out what your readers want, which only happens if you can distill the problem as expressed by their feature requests, the artifacts they’ve already produced and the actual structure of the data. This touches on interaction design, information design and realistic design. That’s a lot of design.
  • Roughly speaking, I passed through those different periods in that order but I don’t mediate that particular path is the perquisite one to breathe an effective data visualization engineer. It’s more necessary that you recognize which mode you are in, and whether you feel you are as advanced in each region as you are in your strongest.

    Do I need a Data Visualization Engineer?

    Specialized positions that focus on data visualization are just dote specialized positions that focus on design or data engineering. In small companies or in otherwise constrained environments where the only person who needs to understand a data visualization product is the person who made it or their team, a specialist might breathe superfluous. The value of a specialized position comes in three primary situations:

  • Large-scale applications built for multiple stakeholders across and organization who Do not every bit of partake the identical context or level of domain expertise. In these cases, the data visualization specialist can through interview with stakeholders and review of existing data visualization products synthesize an application that is not only as effective as the existing tools for stakeholders but is more broadly accessible.
  • Views into tangled data-driven aspects of a business, especially those being supported or supplanted by machine learning, where decision makers need to reliance the algorithms that are replacing their intuition. Data visualization of the performance of algorithms for the purpose of identifying anomalies and generating reliance is going to breathe the major growth region in data visualization in the coming years.
  • Building prototypes. Along with large-scale applications, there are experimental approaches that can breathe better served with novel data visualization, or bespoke products meant for very specific audiences where the form can breathe more exotic than a traditional dashboard. Success in those cases depends on someone having the talent to breathe able to build tangled data visualization but besides bear the understanding of what rules can breathe bent or broken in very specific exercise cases.
  • An sample of a bespoke data visualization product developed at Netflix for a very particular exercise case where the aesthetic and duty of this benevolent of map was well-suited, even though in typical analytical mapping applications this would breathe considered problematic in several ways.

    If you want to breathe successful in data visualization in industry you need to understand the job. While the role varies, it mostly involves developing views of data for stakeholders, who typically are executives, product managers and data scientists. It differs from an analyst role in that the focus is not on a question but rather on an audience that typically needs something more than a separate report and who expects views into the data that generate more than just the expected insights. This means fulfilling whatever basic feature requests the stakeholders bear but besides bringing with those features novel views into the data that leverage a familiarity with the capabilities of advanced data visualization. every bit of that means fostering ambitious and innovative views that stakeholders may initially breathe uncomfortable with.

    Those stakeholders will present their feature requests in different ways depending on their own practice.

  • Product Managers will typically talk about the data itself, and often plunge back into the abstain “just exhibit me the data”. They put a question to for download buttons so they can derive a CSV or the queries that drive the view, and while ad hoc analysis will always occur, it’s these requests that are the most fertile for data visualization, because when you dive into them you find out that they effect ad hoc requests to expose patterns that are not so facile to behold with off-the-shelf tools or traditional data visualization methods. dissimilarity charts, connected scatterplots and boxplot series bear every bit of arrive out of requests to “show me the data” that, when translated, really meant they wanted to behold some higher order structure in what they thought could only breathe presented as a time series or a bar chart.
  • Data Scientists might arrive to you with the identical questions but often arrive with feature requests that ogle dote notebooks. Using ggplot2 or the equivalent, they bear a preferred data visualization system that they were able to develop in an analysis of a fixed dataset that now they want to behold integrated into a more broadly accessible dashboard or other internal application. This requires that you understand how to recreate what can breathe significantly complicated charts and, even more challenging, how to originate those charts interactive and dynamic.
  • A chart that began its life as a static data visualization in a Jupyter notebook and was eventually deployed in an interactive form with annotations and improved styling in an internal application
  • By executives I don’t necessarily connote C-level but decision makers who ogle to data visualization for context and high-level insights. This could breathe the stereotypical “busy executive” that shows up often in data visualization manuals, but it could besides breathe the audience for a presentation that doesn’t bear the identical depth of erudition about the source material. In these cases, a data visualization engineer needs the skills and erudition to wait on facilitate communication of insights and points of interest using color, annotations and other techniques drawing on visual cognition.
  • But Is It a Profession

    When I wrote If Data Visualization is So Hot, Why Are People Leaving? I received, as I’d hoped, some pushback about whether or not there even was such a thing as a “data visualization engineer”. Among those pushing back was Stephen Few, a respected author of multiple data visualization manuals. That pushback was no surprise, rather it echoes what I’ve heard many times within the data visualization community. Many people that you would mediate of as colocated with me in some tidy Venn diagram instead bristle at the view of data visualization being a True profession, and prefer to label themselves something more generic, dote a UI or full Stack Developer, or even Go so far as to orient their career in such a course as to deemphasize their earlier focus on data visualization in favor of a focus on data engineering or data science.

    When I first started writing this piece, I planned to directly engage with these arguments, but now, having dealt with the technical and organizational aspects of what it takes to breathe a data visualization engineer, I feel dote I don’t bear much else to add. Only that: data visualization is a broad and challenging territory and the communication of information using graphics relies enough on a specific set of theory and exercise that it justifies a specialist as much as any of the other data-oriented careers.

    As an aside: I dote Stephen Few, and more importantly I mediate he’s agreeable for the field. I met him once and he was thoughtful and engaged even though I talked about network data visualization, which would excuse any ill deportment from any person. I don’t mediate he’s 100% rectify about data visualization, but I Do respect his willingness to actively and publicly engage on the subject, and respond critically when he thinks someone isn’t being rigorous or professional. It’s a shame, in fact, that there are so few people willing to engage publicly in a censorious manner and that when people Do they are chastised as impolite. If Stephen hadn’t responded publicly to my earlier comment, I’d breathe forced to advert obliquely to other data visualization theorists who bear said the identical thing but only in private communication, which not only makes for weaker writing, it makes for a weaker profession.



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