# Methods: Cultural and Archaeological

## Quantitative and Qualitative Analysis


### Learning Outcomes

By the end of this section, you will be able to:
1. Identify differences between quantitative and qualitative information.
2. Provide an example of how an anthropologist might model research findings.
3. Describe the steps of the scientific method.

### Differences between Quantitative and Qualitative Information

Quantitative information is measurable or countable data that can provide insight into research questions. Quantitative information is one of the most direct ways to understand limited, specific questions, such as how often people in a culture perform a certain action or how many times an art form or motif appears in a cultural artifact. Statistics created from quantitative data help researchers understand trends and changes over time. Counts of cultural remains, such as the number and distribution of animal remains found at a campsite, can show how much the campsite was used and what type of animal was being hunted. Statistical comparisons may be made of several different sites that Indigenous peoples used to process food in order to determine the primary purpose of each site.
In cultural research, qualitative data allows anthropologists to understand culture based on more subjective analyses of language, behavior, ritual, symbolism, and interrelationships of people. Qualitative data has the potential for more in-depth responses via open-ended questions, which can be coded and categorized in order to better identify common themes. Qualitative analysis is less about frequency and the number of things and more about a researcher’s subjective insights and understandings. Anthropology and other fields in the social sciences frequently integrate both types of data by using mixed methods. Through the triangulation of data, anthropologists can use both objective and frequency data (for example, survey results) and subjective data (such as observations) to provide a more holistic understanding.

### Modeling

Many anthropologists create models to help others visualize and understand their research findings. Models help people understand the relationships between various points of data and can include qualitative elements as well. One very familiar model is a map. Maps are constructed from many thousands of data points projected onto a flat surface to help people understand distances and relationships. Maps are typically two-dimensional, but we are of course all familiar with the three-dimensional version of a world map known as a globe. Maps and globes are built on data points, but they also include qualitative information, such as the colors used to represent various features and the human-assigned names of various geographical features. Other familiar types of models include graphs, calendars, timelines, and charts. GPS is also a significant modeling tool today.
GPS, or the Global Position System, is increasingly used in archaeology. A model of a research site can be created using computer programs and a series of GPS coordinates. Any artifacts found or important features identified within the site can mapped to their exact locations within this model. This type of mapping is incredibly helpful if further work is warranted, making it possible for the researcher to return to the exact site where the original artifacts were found. These types of models also provide construction companies with an understanding of where the most sensitive cultural sites are located so that they may avoid destroying them. Government agencies and tribal governments are now constructing GPS maps of important cultural sites that include a variety of layers. Layering types of data within a landscape allows researchers to easily sort the available data and focus on what is most relevant to a particular question or task.
Wild food plants, water sources, roads and trails, and even individual trees can be documented and mapped with precision. Archaeologists can create complex layered maps of traditional Native landscapes, with original habitations, trails, and resource locations marked. GPS has significant applications in the re-creation of historic periods. By comparing the placements of buildings at various points in the past, GPS models can be created showing how neighborhoods or even whole cities have changed over time. In addition, layers can be created that contain cultural and historic information. These types of models are an important part of efforts to preserve remaining cultural and historic sites and features.

### The Science of Anthropology

Anthropology is a science, and as such, anthropologists follow the scientific method. First, an anthropologist forms a research question based on some phenomenon they have encountered. They then construct a testable hypothesis based on their question. To test their hypothesis, they gather data and information. Information can come from one or many sources and can be either quantitative or qualitative in nature. Part of the evaluation might include statistical analyses of the data. The anthropologist then draws a conclusion. Conclusions are rarely 100 percent positive or 100 percent negative; generally, the results are somewhere on a continuum. Most conclusions to the positive will be stated as “likely” to be true. Scholars may also develop methods of testing and retesting their conclusions to make sure that what they think is true is proven true through various means. When a hypothesis is rigorously tested and the results conform with empirical observations of the world, then a theory is considered “likely to be accurate.” Hypotheses are always subject to being disproven or modified as more information is collected.